train
NO COMPARISON TARGET
1460
ROWS
0
DUPLICATES
4.6 MB
RAM
80
FEATURES
54
CATEGORICAL
25
NUMERICAL
1
TEXT
2.0.4
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Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
SalePrice
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
663
(45%)
MAX
755k
95%
326k
Q3
214k
AVG
181k
MEDIAN
163k
Q1
130k
5%
88k
MIN
35k
RANGE
720k
IQR
84,025
STD
79,443
VAR
6.3B
KURT.
6.54
SKEW
1.88
SUM
264.1M
1
Id
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
1,460
(100%)
MAX
1,460
95%
1,387
Q3
1,095
MEDIAN
730
AVG
730
Q1
366
5%
74
MIN
1
RANGE
1,459
IQR
730
STD
422
VAR
178k
KURT.
-1.20
SKEW
0.00
SUM
1.1M
2
MSSubClass
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
15
(1%)
MAX
190
95%
160
Q3
70
AVG
57
MEDIAN
50
Q1
20
5%
20
MIN
20
RANGE
170
IQR
50.0
STD
42.3
VAR
1,789
KURT.
1.58
SKEW
1.41
SUM
83,070
3
MSZoning
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(0%)
4
LotFrontage
VALUES:
1,201
(82%)
MISSING:
259
(18%)
DISTINCT:
110
(8%)
MAX
313
95%
107
Q3
80
AVG
70
MEDIAN
69
Q1
59
5%
34
MIN
21
RANGE
292
IQR
21.0
STD
24.3
VAR
590
KURT.
17.5
SKEW
2.16
SUM
84,130
5
LotArea
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
1,073
(73%)
MAX
215k
95%
17k
Q3
12k
AVG
11k
MEDIAN
9k
Q1
8k
5%
3k
MIN
1k
RANGE
214k
IQR
4,048
STD
9,981
VAR
99.6M
KURT.
203
SKEW
12.2
SUM
15.4M
6
Street
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
2
(0%)
7
Alley
VALUES:
91
(6%)
MISSING:
1,369
(94%)
DISTINCT:
2
(0%)
8
LotShape
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(0%)
9
LandContour
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(0%)
10
Utilities
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
2
(0%)
11
LotConfig
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(0%)
12
LandSlope
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
3
(0%)
13
Neighborhood
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
25
(2%)
14
Condition1
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
9
(1%)
15
Condition2
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
8
(1%)
16
BldgType
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(0%)
17
HouseStyle
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
8
(1%)
18
OverallQual
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
10
(1%)
19
OverallCond
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
9
(1%)
20
YearBuilt
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
112
(8%)
MAX
2,010
95%
2,007
Q3
2,000
MEDIAN
1,973
AVG
1,971
Q1
1,954
5%
1,916
MIN
1,872
RANGE
138
IQR
46.0
STD
30.2
VAR
912
KURT.
-0.440
SKEW
-0.613
SUM
2.9M
21
YearRemodAdd
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
61
(4%)
MAX
2,010.0
95%
2,007.0
Q3
2,004.0
MEDIAN
1,994.0
AVG
1,984.9
Q1
1,967.0
5%
1,950.0
MIN
1,950.0
RANGE
60.0
IQR
37.0
STD
20.6
VAR
426
KURT.
-1.27
SKEW
-0.504
SUM
2.9M
22
RoofStyle
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(0%)
23
RoofMatl
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
8
(1%)
24
Exterior1st
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
15
(1%)
25
Exterior2nd
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
16
(1%)
26
MasVnrType
VALUES:
1,452
(99%)
MISSING:
8
(1%)
DISTINCT:
4
(0%)
27
MasVnrArea
VALUES:
1,452
(99%)
MISSING:
8
(1%)
DISTINCT:
327
(22%)
MAX
1,600
95%
456
Q3
166
AVG
104
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,600
IQR
166
STD
181
VAR
32,785
KURT.
10.1
SKEW
2.67
SUM
151k
28
ExterQual
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(0%)
29
ExterCond
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(0%)
30
Foundation
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(0%)
31
BsmtQual
VALUES:
1,423
(97%)
MISSING:
37
(3%)
DISTINCT:
4
(0%)
32
BsmtCond
VALUES:
1,423
(97%)
MISSING:
37
(3%)
DISTINCT:
4
(0%)
33
BsmtExposure
VALUES:
1,422
(97%)
MISSING:
38
(3%)
DISTINCT:
4
(0%)
34
BsmtFinType1
VALUES:
1,423
(97%)
MISSING:
37
(3%)
DISTINCT:
6
(0%)
35
BsmtFinSF1
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
637
(44%)
MAX
5,644
95%
1,274
Q3
712
AVG
444
MEDIAN
384
Q1
0
5%
0
MIN
0
RANGE
5,644
IQR
712
STD
456
VAR
208k
KURT.
11.1
SKEW
1.69
SUM
648k
36
BsmtFinType2
VALUES:
1,422
(97%)
MISSING:
38
(3%)
DISTINCT:
6
(0%)
37
BsmtFinSF2
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
144
(10%)
MAX
1,474
95%
396
Q3
0
AVG
47
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,474
IQR
0.00
STD
161
VAR
26,024
KURT.
20.1
SKEW
4.26
SUM
67,962
38
BsmtUnfSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
780
(53%)
MAX
2,336
95%
1,468
Q3
808
AVG
567
MEDIAN
478
Q1
223
5%
0
MIN
0
RANGE
2,336
IQR
585
STD
442
VAR
195k
KURT.
0.475
SKEW
0.920
SUM
828k
39
TotalBsmtSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
721
(49%)
MAX
6,110
95%
1,753
Q3
1,298
AVG
1,057
MEDIAN
992
Q1
796
5%
519
MIN
0
RANGE
6,110
IQR
502
STD
439
VAR
192k
KURT.
13.3
SKEW
1.52
SUM
1.5M
40
Heating
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(0%)
41
HeatingQC
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(0%)
42
CentralAir
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
2
(0%)
43
Electrical
VALUES:
1,459
(99%)
MISSING:
1
(0%)
DISTINCT:
5
(0%)
44
1stFlrSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
753
(52%)
MAX
4,692
95%
1,831
Q3
1,391
AVG
1,163
MEDIAN
1,087
Q1
882
5%
673
MIN
334
RANGE
4,358
IQR
509
STD
387
VAR
149k
KURT.
5.75
SKEW
1.38
SUM
1.7M
45
2ndFlrSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
417
(29%)
MAX
2,065
95%
1,141
Q3
728
AVG
347
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
2,065
IQR
728
STD
437
VAR
191k
KURT.
-0.553
SKEW
0.813
SUM
507k
46
LowQualFinSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
24
(2%)
MAX
572
95%
0
Q3
0
AVG
6
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
572
IQR
0.00
STD
48.6
VAR
2,364
KURT.
83.2
SKEW
9.01
SUM
8,533
47
GrLivArea
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
861
(59%)
MAX
5,642
95%
2,466
Q3
1,777
AVG
1,515
MEDIAN
1,464
Q1
1,130
5%
848
MIN
334
RANGE
5,308
IQR
647
STD
525
VAR
276k
KURT.
4.90
SKEW
1.37
SUM
2.2M
48
BsmtFullBath
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(0%)
49
BsmtHalfBath
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
3
(0%)
50
FullBath
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(0%)
51
HalfBath
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
3
(0%)
52
BedroomAbvGr
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
8
(1%)
53
KitchenAbvGr
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(0%)
54
KitchenQual
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(0%)
55
TotRmsAbvGrd
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
12
(1%)
MAX
14.0
95%
10.0
Q3
7.0
AVG
6.5
MEDIAN
6.0
Q1
5.0
5%
4.0
MIN
2.0
RANGE
12.0
IQR
2.00
STD
1.63
VAR
2.64
KURT.
0.881
SKEW
0.676
SUM
9,516
56
Functional
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
7
(0%)
57
Fireplaces
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(0%)
58
FireplaceQu
VALUES:
770
(53%)
MISSING:
690
(47%)
DISTINCT:
5
(0%)
59
GarageType
VALUES:
1,379
(94%)
MISSING:
81
(6%)
DISTINCT:
6
(0%)
60
GarageYrBlt
VALUES:
1,379
(94%)
MISSING:
81
(6%)
DISTINCT:
97
(7%)
MAX
2,010
95%
2,007
Q3
2,002
MEDIAN
1,980
AVG
1,979
Q1
1,961
5%
1,930
MIN
1,900
RANGE
110
IQR
41.0
STD
24.7
VAR
610
KURT.
-0.418
SKEW
-0.649
SUM
2.7M
61
GarageFinish
VALUES:
1,379
(94%)
MISSING:
81
(6%)
DISTINCT:
3
(0%)
62
GarageCars
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(0%)
63
GarageArea
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
441
(30%)
MAX
1,418
95%
850
Q3
576
MEDIAN
480
AVG
473
Q1
334
5%
0
MIN
0
RANGE
1,418
IQR
242
STD
214
VAR
45,713
KURT.
0.917
SKEW
0.180
SUM
691k
64
GarageQual
VALUES:
1,379
(94%)
MISSING:
81
(6%)
DISTINCT:
5
(0%)
65
GarageCond
VALUES:
1,379
(94%)
MISSING:
81
(6%)
DISTINCT:
5
(0%)
66
PavedDrive
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
3
(0%)
67
WoodDeckSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
274
(19%)
MAX
857
95%
335
Q3
168
AVG
94
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
857
IQR
168
STD
125
VAR
15,710
KURT.
2.99
SKEW
1.54
SUM
138k
68
OpenPorchSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
202
(14%)
MAX
547
95%
175
Q3
68
AVG
47
MEDIAN
25
Q1
0
5%
0
MIN
0
RANGE
547
IQR
68.0
STD
66.3
VAR
4,390
KURT.
8.49
SKEW
2.36
SUM
68,124
69
EnclosedPorch
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
120
(8%)
MAX
552
95%
180
Q3
0
AVG
22
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
552
IQR
0.00
STD
61.1
VAR
3,736
KURT.
10.4
SKEW
3.09
SUM
32,053
70
3SsnPorch
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
20
(1%)
MAX
508
95%
0
Q3
0
AVG
3
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
508
IQR
0.00
STD
29.3
VAR
860
KURT.
124
SKEW
10.3
SUM
4,978
71
ScreenPorch
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
76
(5%)
MAX
480
95%
160
Q3
0
AVG
15
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
480
IQR
0.00
STD
55.8
VAR
3,109
KURT.
18.4
SKEW
4.12
SUM
21,989
72
PoolArea
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
8
(1%)
73
PoolQC
VALUES:
7
(0%)
MISSING:
1,453
(99%)
DISTINCT:
3
(0%)
3
43%
-
-
Gd
2
29%
-
-
Fa
2
29%
-
-
Ex
74
Fence
VALUES:
281
(19%)
MISSING:
1,179
(81%)
DISTINCT:
4
(0%)
75
MiscFeature
VALUES:
54
(4%)
MISSING:
1,406
(96%)
DISTINCT:
4
(0%)
76
MiscVal
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
21
(1%)
MAX
15,500
95%
0
Q3
0
AVG
43
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
15,500
IQR
0.00
STD
496
VAR
246k
KURT.
701
SKEW
24.5
SUM
63,494
77
MoSold
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
12
(1%)
MAX
12.0
95%
11.0
Q3
8.0
AVG
6.3
MEDIAN
6.0
Q1
5.0
5%
2.0
MIN
1.0
RANGE
11.0
IQR
3.00
STD
2.70
VAR
7.31
KURT.
-0.404
SKEW
0.212
SUM
9,230
78
YrSold
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(0%)
79
SaleType
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
9
(1%)
80
SaleCondition
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(0%)
SalePrice
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.71
GarageArea
0.62
TotalBsmtSF
0.61
1stFlrSF
0.61
TotRmsAbvGrd
0.53
YearBuilt
0.52
YearRemodAdd
0.51
GarageYrBlt
0.49
MasVnrArea
0.48
BsmtFinSF1
0.39
LotFrontage
0.35
WoodDeckSF
0.32
2ndFlrSF
0.32
OpenPorchSF
0.32

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.83
Neighborhood
0.74
GarageCars
0.70
ExterQual
0.69
BsmtQual
0.68
KitchenQual
0.68
FullBath
0.58
GarageFinish
0.55
FireplaceQu
0.54
Foundation
0.51
GarageType
0.50
Fireplaces
0.48
BsmtFinType1
0.46
HeatingQC
0.44
MOST FREQUENT VALUES
140000
20
1.4%
135000
17
1.2%
155000
14
1.0%
145000
14
1.0%
190000
13
0.9%
110000
13
0.9%
160000
12
0.8%
115000
12
0.8%
130000
11
0.8%
139000
11
0.8%
180000
10
0.7%
125000
10
0.7%
143000
10
0.7%
144000
10
0.7%
185000
10
0.7%
SMALLEST VALUES
34900
1
0.1%
35311
1
0.1%
37900
1
0.1%
39300
1
0.1%
40000
1
0.1%
52000
1
0.1%
52500
1
0.1%
55000
2
0.1%
55993
1
0.1%
58500
1
0.1%
60000
3
0.2%
61000
1
0.1%
62383
1
0.1%
64500
1
0.1%
66500
1
0.1%
LARGEST VALUES
755000
1
0.1%
745000
1
0.1%
625000
1
0.1%
611657
1
0.1%
582933
1
0.1%
556581
1
0.1%
555000
1
0.1%
538000
1
0.1%
501837
1
0.1%
485000
1
0.1%
475000
1
0.1%
466500
1
0.1%
465000
1
0.1%
451950
1
0.1%
446261
1
0.1%
Associations
[Only including dataset "train"] Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row). Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"] Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row). Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
SalePrice
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.71
GarageArea
0.62
TotalBsmtSF
0.61
1stFlrSF
0.61
TotRmsAbvGrd
0.53
YearBuilt
0.52
YearRemodAdd
0.51
GarageYrBlt
0.49
MasVnrArea
0.48
BsmtFinSF1
0.39
LotFrontage
0.35
WoodDeckSF
0.32
2ndFlrSF
0.32
OpenPorchSF
0.32

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.83
Neighborhood
0.74
GarageCars
0.70
ExterQual
0.69
BsmtQual
0.68
KitchenQual
0.68
FullBath
0.58
GarageFinish
0.55
FireplaceQu
0.54
Foundation
0.51
GarageType
0.50
Fireplaces
0.48
BsmtFinType1
0.46
HeatingQC
0.44
MOST FREQUENT VALUES
140000
20
1.4%
135000
17
1.2%
155000
14
1.0%
145000
14
1.0%
190000
13
0.9%
110000
13
0.9%
160000
12
0.8%
115000
12
0.8%
130000
11
0.8%
139000
11
0.8%
180000
10
0.7%
125000
10
0.7%
143000
10
0.7%
144000
10
0.7%
185000
10
0.7%
SMALLEST VALUES
34900
1
0.1%
35311
1
0.1%
37900
1
0.1%
39300
1
0.1%
40000
1
0.1%
52000
1
0.1%
52500
1
0.1%
55000
2
0.1%
55993
1
0.1%
58500
1
0.1%
60000
3
0.2%
61000
1
0.1%
62383
1
0.1%
64500
1
0.1%
66500
1
0.1%
LARGEST VALUES
755000
1
0.1%
745000
1
0.1%
625000
1
0.1%
611657
1
0.1%
582933
1
0.1%
556581
1
0.1%
555000
1
0.1%
538000
1
0.1%
501837
1
0.1%
485000
1
0.1%
475000
1
0.1%
466500
1
0.1%
465000
1
0.1%
451950
1
0.1%
446261
1
0.1%
Id
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MasVnrArea
-0.05
3SsnPorch
-0.05
LowQualFinSF
-0.04
LotArea
-0.03
WoodDeckSF
-0.03
TotRmsAbvGrd
0.03
YearRemodAdd
-0.02
SalePrice
-0.02
MoSold
0.02
GarageArea
0.02
TotalBsmtSF
-0.02
YearBuilt
-0.01
MSSubClass
0.01
LotFrontage
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.14
PoolArea
0.09
HouseStyle
0.08
BsmtFinType2
0.08
Electrical
0.08
SaleType
0.08
Exterior2nd
0.08
Exterior1st
0.08
RoofMatl
0.08
Condition2
0.07
RoofStyle
0.07
Heating
0.07
OverallCond
0.07
ExterCond
0.06
MOST FREQUENT VALUES
1
1
0.1%
982
1
0.1%
980
1
0.1%
979
1
0.1%
978
1
0.1%
977
1
0.1%
976
1
0.1%
975
1
0.1%
974
1
0.1%
973
1
0.1%
972
1
0.1%
971
1
0.1%
970
1
0.1%
969
1
0.1%
968
1
0.1%
SMALLEST VALUES
1
1
0.1%
2
1
0.1%
3
1
0.1%
4
1
0.1%
5
1
0.1%
6
1
0.1%
7
1
0.1%
8
1
0.1%
9
1
0.1%
10
1
0.1%
11
1
0.1%
12
1
0.1%
13
1
0.1%
14
1
0.1%
15
1
0.1%
LARGEST VALUES
1460
1
0.1%
1459
1
0.1%
1458
1
0.1%
1457
1
0.1%
1456
1
0.1%
1455
1
0.1%
1454
1
0.1%
1453
1
0.1%
1452
1
0.1%
1451
1
0.1%
1450
1
0.1%
1449
1
0.1%
1448
1
0.1%
1447
1
0.1%
1446
1
0.1%
MSSubClass
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
-0.39
2ndFlrSF
0.31
1stFlrSF
-0.25
TotalBsmtSF
-0.24
BsmtUnfSF
-0.14
LotArea
-0.14
GarageArea
-0.10
GarageYrBlt
0.09
SalePrice
-0.08
GrLivArea
0.07
BsmtFinSF1
-0.07
BsmtFinSF2
-0.07
LowQualFinSF
0.05
3SsnPorch
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BldgType
0.86
Neighborhood
0.52
HouseStyle
0.51
MSZoning
0.35
KitchenAbvGr
0.29
BedroomAbvGr
0.27
Exterior2nd
0.24
Exterior1st
0.22
Alley
0.19
HalfBath
0.18
GarageCars
0.18
BsmtQual
0.17
GarageType
0.17
OverallQual
0.16
MOST FREQUENT VALUES
20
536
36.7%
60
299
20.5%
50
144
9.9%
120
87
6.0%
30
69
4.7%
160
63
4.3%
70
60
4.1%
80
58
4.0%
90
52
3.6%
190
30
2.1%
85
20
1.4%
75
16
1.1%
45
12
0.8%
180
10
0.7%
40
4
0.3%
SMALLEST VALUES
20
536
36.7%
30
69
4.7%
40
4
0.3%
45
12
0.8%
50
144
9.9%
60
299
20.5%
70
60
4.1%
75
16
1.1%
80
58
4.0%
85
20
1.4%
90
52
3.6%
120
87
6.0%
160
63
4.3%
180
10
0.7%
190
30
2.1%
LARGEST VALUES
190
30
2.1%
180
10
0.7%
160
63
4.3%
120
87
6.0%
90
52
3.6%
85
20
1.4%
80
58
4.0%
75
16
1.1%
70
60
4.1%
60
299
20.5%
50
144
9.9%
45
12
0.8%
40
4
0.3%
30
69
4.7%
20
536
36.7%
MSZoning
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
RL
1,151
79%
191k
RM
218
15%
126k
FV
65
4%
214k
RH
16
1%
132k
C (all)
10
1%
75k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MSZoning
PROVIDES INFORMATION ON...
Alley
0.27
Street
0.17
Neighborhood
0.16
CentralAir
0.12
Condition2
0.11
PavedDrive
0.11
BldgType
0.09
Foundation
0.09
ExterQual
0.08
GarageType
0.08
Heating
0.07
GarageQual
0.07
FullBath
0.06
BsmtQual
0.06

THESE FEATURES
GIVE INFORMATION
ON MSZoning:
Neighborhood
0.67
Exterior2nd
0.14
Foundation
0.13
Exterior1st
0.13
GarageType
0.12
Alley
0.11
OverallQual
0.10
BsmtQual
0.10
GarageFinish
0.09
ExterQual
0.09
HouseStyle
0.09
BldgType
0.09
OverallCond
0.08
FullBath
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MSZoning
CORRELATION RATIO WITH...
YearBuilt
0.47
MSSubClass
0.35
SalePrice
0.33
1stFlrSF
0.31
YearRemodAdd
0.28
TotalBsmtSF
0.27
GarageArea
0.27
EnclosedPorch
0.23
BsmtFinSF1
0.21
LotArea
0.21
OpenPorchSF
0.19
GarageYrBlt
0.17
WoodDeckSF
0.17
GrLivArea
0.16
LotFrontage
MISSING:
259
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
1stFlrSF
0.46
LotArea
0.43
GrLivArea
0.40
TotalBsmtSF
0.39
MSSubClass
-0.39
TotRmsAbvGrd
0.35
SalePrice
0.35
GarageArea
0.34
BsmtFinSF1
0.23
MasVnrArea
0.19
OpenPorchSF
0.15
BsmtUnfSF
0.13
YearBuilt
0.12
YearRemodAdd
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.30
BldgType
0.27
OverallQual
0.25
GarageCars
0.25
LotConfig
0.24
PoolArea
0.23
RoofMatl
0.21
BsmtQual
0.21
SaleType
0.19
LotShape
0.19
SaleCondition
0.19
KitchenQual
0.18
Exterior2nd
0.17
BedroomAbvGr
0.17
MOST FREQUENT VALUES
60.0
143
11.9%
70.0
70
5.8%
80.0
69
5.7%
50.0
57
4.7%
75.0
53
4.4%
65.0
44
3.7%
85.0
40
3.3%
78.0
25
2.1%
90.0
23
1.9%
21.0
23
1.9%
64.0
19
1.6%
24.0
19
1.6%
68.0
19
1.6%
73.0
18
1.5%
79.0
17
1.4%
SMALLEST VALUES
21.0
23
1.9%
24.0
19
1.6%
30.0
6
0.5%
32.0
5
0.4%
33.0
1
0.1%
34.0
10
0.8%
35.0
9
0.7%
36.0
6
0.5%
37.0
5
0.4%
38.0
1
0.1%
39.0
1
0.1%
40.0
12
1.0%
41.0
6
0.5%
42.0
4
0.3%
43.0
12
1.0%
LARGEST VALUES
313.0
2
0.2%
182.0
1
0.1%
174.0
2
0.2%
168.0
1
0.1%
160.0
1
0.1%
153.0
1
0.1%
152.0
1
0.1%
150.0
1
0.1%
149.0
1
0.1%
144.0
1
0.1%
141.0
1
0.1%
140.0
1
0.1%
138.0
1
0.1%
137.0
1
0.1%
134.0
2
0.2%
LotArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
0.43
1stFlrSF
0.30
SalePrice
0.26
GrLivArea
0.26
TotalBsmtSF
0.26
BsmtFinSF1
0.21
TotRmsAbvGrd
0.19
GarageArea
0.18
WoodDeckSF
0.17
MSSubClass
-0.14
BsmtFinSF2
0.11
MasVnrArea
0.10
OpenPorchSF
0.08
2ndFlrSF
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandSlope
0.55
Neighborhood
0.42
LandContour
0.38
LotShape
0.37
BsmtFullBath
0.33
Fireplaces
0.31
BsmtExposure
0.28
BldgType
0.24
RoofMatl
0.23
MSZoning
0.21
Street
0.20
Exterior2nd
0.19
LotConfig
0.19
FireplaceQu
0.19
MOST FREQUENT VALUES
7200
25
1.7%
9600
24
1.6%
6000
17
1.2%
8400
14
1.0%
9000
14
1.0%
10800
14
1.0%
1680
10
0.7%
7500
9
0.6%
8125
8
0.5%
6120
8
0.5%
6240
8
0.5%
9100
8
0.5%
3182
7
0.5%
7800
6
0.4%
8450
6
0.4%
SMALLEST VALUES
1300
1
0.1%
1477
1
0.1%
1491
1
0.1%
1526
1
0.1%
1533
2
0.1%
1596
1
0.1%
1680
10
0.7%
1869
1
0.1%
1890
2
0.1%
1920
1
0.1%
1936
1
0.1%
1950
1
0.1%
1953
1
0.1%
1974
1
0.1%
2001
1
0.1%
LARGEST VALUES
215245
1
0.1%
164660
1
0.1%
159000
1
0.1%
115149
1
0.1%
70761
1
0.1%
63887
1
0.1%
57200
1
0.1%
53504
1
0.1%
53227
1
0.1%
53107
1
0.1%
50271
1
0.1%
46589
1
0.1%
45600
1
0.1%
40094
1
0.1%
39104
1
0.1%
Street
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
Pave
1,454
99%
181k
Grvl
6
0%
130k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Street
PROVIDES INFORMATION ON...
MiscFeature
0.02
LandSlope
0.02
ExterQual
0.01
LandContour
0.01
MSZoning
0.01
GarageType
0.01
CentralAir
0.01
BldgType
0.01
Condition1
0.00
BsmtFinType2
0.00
SaleType
0.00
Neighborhood
0.00
BsmtExposure
0.00
Foundation
0.00

THESE FEATURES
GIVE INFORMATION
ON Street:
Neighborhood
0.39
ExterQual
0.30
GarageType
0.23
LandSlope
0.21
MSZoning
0.17
MiscFeature
0.16
OverallQual
0.15
LandContour
0.14
BsmtExposure
0.14
BldgType
0.13
Foundation
0.13
KitchenQual
0.11
Fireplaces
0.11
Exterior1st
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Street
CORRELATION RATIO WITH...
LotArea
0.20
YearRemodAdd
0.07
GarageArea
0.05
2ndFlrSF
0.05
TotRmsAbvGrd
0.05
GrLivArea
0.04
SalePrice
0.04
BsmtFinSF2
0.04
BsmtUnfSF
0.04
ScreenPorch
0.03
GarageYrBlt
0.03
LotFrontage
0.03
MSSubClass
0.02
EnclosedPorch
0.02
Alley
MISSING:
1,369
(94%)
TOP CATEGORIES
SalePrice
(avg)
Grvl
50
55%
122k
Pave
41
45%
168k
ALL
91
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Alley
PROVIDES INFORMATION ON...
MSZoning
0.11
Heating
0.06
PavedDrive
0.06
CentralAir
0.05
Neighborhood
0.04
GarageType
0.04
Foundation
0.03
GarageCond
0.03
BldgType
0.03
Electrical
0.02
GarageQual
0.02
GarageFinish
0.02
Exterior1st
0.02
Exterior2nd
0.02

THESE FEATURES
GIVE INFORMATION
ON Alley:
Neighborhood
0.43
MSZoning
0.27
Exterior2nd
0.16
Exterior1st
0.16
GarageType
0.15
Foundation
0.13
GarageFinish
0.10
HouseStyle
0.08
BsmtQual
0.07
BldgType
0.07
PavedDrive
0.07
BsmtFinType1
0.07
OverallQual
0.06
OverallCond
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Alley
CORRELATION RATIO WITH...
YearBuilt
0.32
MSSubClass
0.19
EnclosedPorch
0.19
BsmtFinSF1
0.15
SalePrice
0.14
TotalBsmtSF
0.14
1stFlrSF
0.14
YearRemodAdd
0.13
WoodDeckSF
0.12
2ndFlrSF
0.11
GarageArea
0.10
MasVnrArea
0.09
LotArea
0.08
GarageYrBlt
0.08
LotShape
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
Reg
925
63%
165k
IR1
484
33%
206k
IR2
41
3%
240k
IR3
10
1%
216k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LotShape
PROVIDES INFORMATION ON...
PoolArea
0.17
Utilities
0.13
LotConfig
0.09
RoofMatl
0.09
Condition2
0.08
MSZoning
0.07
LandContour
0.05
Heating
0.05
LandSlope
0.04
Neighborhood
0.04
Alley
0.04
Street
0.03
KitchenAbvGr
0.03
Electrical
0.03

THESE FEATURES
GIVE INFORMATION
ON LotShape:
Neighborhood
0.15
LotConfig
0.10
MSZoning
0.06
BsmtQual
0.05
GarageType
0.04
GarageFinish
0.04
Exterior2nd
0.04
OverallQual
0.04
GarageCars
0.04
FireplaceQu
0.03
Exterior1st
0.03
Fireplaces
0.03
Foundation
0.03
LandContour
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LotShape
CORRELATION RATIO WITH...
LotArea
0.37
SalePrice
0.28
YearBuilt
0.24
TotalBsmtSF
0.22
GrLivArea
0.21
1stFlrSF
0.20
LotFrontage
0.19
BsmtFinSF1
0.18
YearRemodAdd
0.18
GarageArea
0.18
WoodDeckSF
0.17
TotRmsAbvGrd
0.14
MSSubClass
0.12
MasVnrArea
0.11
LandContour
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
Lvl
1,311
90%
180k
Bnk
63
4%
143k
HLS
50
3%
232k
Low
36
2%
204k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LandContour
PROVIDES INFORMATION ON...
LandSlope
0.38
Street
0.14
RoofMatl
0.13
Condition2
0.07
PoolArea
0.07
Neighborhood
0.04
BsmtExposure
0.04
PavedDrive
0.03
ExterQual
0.03
LotShape
0.03
CentralAir
0.03
MSZoning
0.03
Alley
0.02
SaleCondition
0.02

THESE FEATURES
GIVE INFORMATION
ON LandContour:
Neighborhood
0.28
LandSlope
0.20
BsmtExposure
0.09
Exterior2nd
0.08
Exterior1st
0.08
OverallQual
0.05
ExterQual
0.05
GarageType
0.05
LotShape
0.05
GarageFinish
0.05
HouseStyle
0.05
BsmtFinType1
0.04
MSZoning
0.04
Foundation
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandContour
CORRELATION RATIO WITH...
LotArea
0.38
YearBuilt
0.22
SalePrice
0.16
YearRemodAdd
0.14
LowQualFinSF
0.13
BsmtFinSF1
0.13
GarageArea
0.12
LotFrontage
0.12
WoodDeckSF
0.12
BsmtUnfSF
0.10
TotalBsmtSF
0.09
GarageYrBlt
0.09
EnclosedPorch
0.09
MoSold
0.08
Utilities
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
AllPub
1,459
99%
181k
NoSeWa
1
0%
138k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Utilities
PROVIDES INFORMATION ON...
BsmtHalfBath
0.01
Electrical
0.01
SaleType
0.00
BsmtFinType2
0.00
SaleCondition
0.00
GarageType
0.00
LotConfig
0.00
HouseStyle
0.00
HeatingQC
0.00
LotShape
0.00
OverallCond
0.00
Neighborhood
0.00
MasVnrType
0.00
FireplaceQu
0.00

THESE FEATURES
GIVE INFORMATION
ON Utilities:
GarageType
0.53
Neighborhood
0.44
SaleType
0.43
BsmtFinType2
0.40
HouseStyle
0.38
BsmtHalfBath
0.35
LotConfig
0.33
Electrical
0.33
SaleCondition
0.32
Exterior2nd
0.24
Exterior1st
0.23
HeatingQC
0.22
OverallCond
0.21
YrSold
0.18

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Utilities
CORRELATION RATIO WITH...
ScreenPorch
0.10
MasVnrArea
0.06
MoSold
0.05
BsmtFinSF2
0.05
LotFrontage
0.04
YearRemodAdd
0.03
OpenPorchSF
0.03
MSSubClass
0.02
2ndFlrSF
0.02
WoodDeckSF
0.02
BsmtFinSF1
0.02
SalePrice
0.01
TotalBsmtSF
0.01
Id
0.01
LotConfig
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
Inside
1,052
72%
177k
Corner
263
18%
182k
CulDSac
94
6%
224k
FR2
47
3%
178k
FR3
4
0%
208k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LotConfig
PROVIDES INFORMATION ON...
Utilities
0.33
PoolArea
0.15
Condition2
0.11
RoofMatl
0.10
LotShape
0.10
Condition1
0.05
Heating
0.03
BldgType
0.03
MSZoning
0.03
LandSlope
0.03
GarageCond
0.03
Alley
0.03
Neighborhood
0.02
Street
0.02

THESE FEATURES
GIVE INFORMATION
ON LotConfig:
LotShape
0.09
Neighborhood
0.08
Exterior2nd
0.04
Condition1
0.04
Exterior1st
0.03
MSZoning
0.02
BldgType
0.02
GarageType
0.02
BsmtFinType1
0.02
BsmtQual
0.02
Foundation
0.02
OverallQual
0.02
OverallCond
0.01
FireplaceQu
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LotConfig
CORRELATION RATIO WITH...
LotFrontage
0.24
LotArea
0.19
YearBuilt
0.15
SalePrice
0.14
EnclosedPorch
0.14
YearRemodAdd
0.11
GrLivArea
0.11
1stFlrSF
0.10
BsmtFinSF1
0.10
MSSubClass
0.09
GarageArea
0.09
WoodDeckSF
0.09
TotalBsmtSF
0.08
MiscVal
0.07
LandSlope
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
Gtl
1,382
95%
180k
Mod
65
4%
197k
Sev
13
1%
204k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LandSlope
PROVIDES INFORMATION ON...
Street
0.21
LandContour
0.20
RoofMatl
0.13
BsmtExposure
0.03
Condition2
0.02
RoofStyle
0.02
Neighborhood
0.02
Functional
0.02
BsmtFullBath
0.01
Heating
0.01
Fireplaces
0.01
LotShape
0.01
Exterior1st
0.01
Exterior2nd
0.01

THESE FEATURES
GIVE INFORMATION
ON LandSlope:
LandContour
0.38
Neighborhood
0.23
BsmtExposure
0.14
Exterior1st
0.10
Exterior2nd
0.09
RoofMatl
0.06
RoofStyle
0.06
Fireplaces
0.06
OverallQual
0.05
BsmtFullBath
0.05
LotShape
0.04
GarageType
0.04
BedroomAbvGr
0.03
MSZoning
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandSlope
CORRELATION RATIO WITH...
LotArea
0.55
BsmtUnfSF
0.12
BsmtFinSF1
0.11
BsmtFinSF2
0.11
WoodDeckSF
0.10
YearBuilt
0.07
LotFrontage
0.07
1stFlrSF
0.07
ScreenPorch
0.06
YearRemodAdd
0.06
SalePrice
0.05
GrLivArea
0.05
Id
0.05
TotalBsmtSF
0.04
Neighborhood
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
NAmes
225
15%
146k
CollgCr
150
10%
198k
OldTown
113
8%
128k
Edwards
100
7%
128k
Somerst
86
6%
225k
Gilbert
79
5%
193k
NridgHt
77
5%
316k
Sawyer
74
5%
137k
NWAmes
73
5%
189k
SawyerW
59
4%
187k
BrkSide
58
4%
125k
Crawfor
51
3%
211k
Mitchel
49
3%
156k
NoRidge
41
3%
335k
Timber
38
3%
242k
IDOTRR
37
3%
100k
ClearCr
28
2%
213k
(Other)
122
8%
182k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Neighborhood
PROVIDES INFORMATION ON...
MSZoning
0.67
Foundation
0.45
Utilities
0.44
ExterQual
0.44
Alley
0.43
BsmtQual
0.42
Street
0.39
BldgType
0.36
PoolArea
0.35
Condition2
0.33
FullBath
0.31
KitchenQual
0.30
PavedDrive
0.30
CentralAir
0.29

THESE FEATURES
GIVE INFORMATION
ON Neighborhood:
Exterior2nd
0.19
Exterior1st
0.19
Foundation
0.16
OverallQual
0.16
MSZoning
0.16
BsmtQual
0.16
ExterQual
0.12
GarageCars
0.11
GarageType
0.11
BsmtFinType1
0.11
GarageFinish
0.10
KitchenQual
0.10
HouseStyle
0.10
OverallCond
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
CORRELATION RATIO WITH...
YearBuilt
0.88
SalePrice
0.74
YearRemodAdd
0.63
GarageArea
0.57
GrLivArea
0.52
MSSubClass
0.52
MasVnrArea
0.52
TotalBsmtSF
0.52
1stFlrSF
0.51
2ndFlrSF
0.45
LotArea
0.42
BsmtFinSF1
0.40
TotRmsAbvGrd
0.40
EnclosedPorch
0.39
Condition1
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
Norm
1,260
86%
184k
Feedr
81
6%
142k
Artery
48
3%
135k
RRAn
26
2%
184k
PosN
19
1%
215k
RRAe
11
1%
138k
PosA
8
1%
226k
RRNn
5
0%
212k
RRNe
2
0%
191k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Condition1
PROVIDES INFORMATION ON...
Condition2
0.46
PoolArea
0.19
RoofMatl
0.11
Street
0.10
KitchenAbvGr
0.06
Neighborhood
0.05
Alley
0.05
Heating
0.04
BsmtQual
0.04
BldgType
0.04
PavedDrive
0.04
LotConfig
0.04
ExterQual
0.03
GarageCond
0.03

THESE FEATURES
GIVE INFORMATION
ON Condition1:
Neighborhood
0.24
Exterior2nd
0.08
Exterior1st
0.08
BsmtQual
0.07
OverallQual
0.07
HouseStyle
0.06
Condition2
0.06
GarageFinish
0.05
GarageType
0.05
LotConfig
0.05
Foundation
0.05
OverallCond
0.05
ExterQual
0.04
BldgType
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition1
CORRELATION RATIO WITH...
YearBuilt
0.28
YearRemodAdd
0.21
3SsnPorch
0.18
SalePrice
0.18
1stFlrSF
0.17
GrLivArea
0.15
EnclosedPorch
0.14
WoodDeckSF
0.13
TotalBsmtSF
0.13
TotRmsAbvGrd
0.13
OpenPorchSF
0.13
GarageYrBlt
0.12
2ndFlrSF
0.11
LotFrontage
0.11
Condition2
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
Norm
1,445
99%
181k
Feedr
6
0%
121k
PosN
2
0%
285k
Artery
2
0%
106k
RRNn
2
0%
97k
RRAe
1
0%
190k
RRAn
1
0%
137k
PosA
1
0%
325k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Condition2
PROVIDES INFORMATION ON...
Condition1
0.06
KitchenAbvGr
0.05
MiscFeature
0.03
GarageQual
0.02
BldgType
0.02
ExterCond
0.02
ExterQual
0.01
RoofStyle
0.01
MSZoning
0.01
OverallCond
0.01
SaleType
0.01
LandContour
0.01
GarageType
0.01
PavedDrive
0.01

THESE FEATURES
GIVE INFORMATION
ON Condition2:
Condition1
0.46
Neighborhood
0.33
OverallQual
0.24
Exterior1st
0.21
OverallCond
0.21
Exterior2nd
0.21
BsmtFinType1
0.17
GarageType
0.16
ExterQual
0.16
BsmtQual
0.16
HouseStyle
0.16
BldgType
0.15
Foundation
0.14
GarageQual
0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition2
CORRELATION RATIO WITH...
MiscVal
0.44
OpenPorchSF
0.21
GrLivArea
0.17
YearBuilt
0.16
1stFlrSF
0.16
TotalBsmtSF
0.15
MasVnrArea
0.15
BsmtFinSF1
0.15
LowQualFinSF
0.14
TotRmsAbvGrd
0.13
MSSubClass
0.12
GarageArea
0.12
SalePrice
0.10
LotFrontage
0.10
BldgType
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
1Fam
1,220
84%
186k
TwnhsE
114
8%
182k
Duplex
52
4%
134k
Twnhs
43
3%
136k
2fmCon
31
2%
128k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BldgType
PROVIDES INFORMATION ON...
KitchenAbvGr
0.69
Condition2
0.15
Street
0.13
CentralAir
0.11
BedroomAbvGr
0.10
Heating
0.09
MSZoning
0.09
Neighborhood
0.08
Alley
0.07
BsmtQual
0.06
BsmtCond
0.06
Foundation
0.06
ExterQual
0.06
GarageQual
0.06

THESE FEATURES
GIVE INFORMATION
ON BldgType:
Neighborhood
0.36
KitchenAbvGr
0.21
BedroomAbvGr
0.19
Exterior2nd
0.11
BsmtQual
0.10
Exterior1st
0.10
Foundation
0.10
MSZoning
0.09
GarageFinish
0.08
OverallQual
0.08
HouseStyle
0.08
GarageType
0.08
ExterQual
0.08
BsmtFinType1
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BldgType
CORRELATION RATIO WITH...
MSSubClass
0.86
YearBuilt
0.32
TotRmsAbvGrd
0.29
LotFrontage
0.27
LotArea
0.24
GarageYrBlt
0.23
YearRemodAdd
0.23
1stFlrSF
0.20
SalePrice
0.19
TotalBsmtSF
0.15
2ndFlrSF
0.15
EnclosedPorch
0.14
GrLivArea
0.14
GarageArea
0.14
HouseStyle
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
1Story
726
50%
176k
2Story
445
30%
210k
1.5Fin
154
11%
143k
SLvl
65
4%
167k
SFoyer
37
3%
135k
1.5Unf
14
1%
110k
2.5Unf
11
1%
157k
2.5Fin
8
1%
220k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HouseStyle
PROVIDES INFORMATION ON...
Utilities
0.38
HalfBath
0.33
PoolArea
0.20
Condition2
0.16
Heating
0.15
BedroomAbvGr
0.12
GarageType
0.11
FullBath
0.11
Foundation
0.10
Neighborhood
0.10
MSZoning
0.09
RoofMatl
0.09
Street
0.09
BsmtExposure
0.08

THESE FEATURES
GIVE INFORMATION
ON HouseStyle:
Neighborhood
0.23
HalfBath
0.18
BedroomAbvGr
0.11
GarageType
0.10
Exterior2nd
0.09
Exterior1st
0.09
Foundation
0.08
OverallQual
0.08
FullBath
0.07
BsmtQual
0.07
BsmtFinType1
0.07
BsmtExposure
0.07
GarageFinish
0.06
GarageCars
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
CORRELATION RATIO WITH...
2ndFlrSF
0.92
LowQualFinSF
0.61
GrLivArea
0.56
TotRmsAbvGrd
0.53
MSSubClass
0.51
YearBuilt
0.49
1stFlrSF
0.39
TotalBsmtSF
0.35
YearRemodAdd
0.32
SalePrice
0.29
BsmtFinSF1
0.25
GarageArea
0.25
OpenPorchSF
0.25
BsmtUnfSF
0.24
OverallQual
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
5
397
27%
134k
6
374
26%
162k
7
319
22%
208k
8
168
12%
275k
4
116
8%
108k
9
43
3%
368k
3
20
1%
87k
10
18
1%
439k
2
3
0%
52k
1
2
0%
50k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OverallQual
PROVIDES INFORMATION ON...
ExterQual
0.46
KitchenQual
0.33
BsmtQual
0.30
PoolArea
0.29
FullBath
0.26
GarageCars
0.26
Condition2
0.24
Foundation
0.22
CentralAir
0.18
GarageFinish
0.17
Utilities
0.16
Neighborhood
0.16
Heating
0.16
GarageCond
0.15

THESE FEATURES
GIVE INFORMATION
ON OverallQual:
Neighborhood
0.27
ExterQual
0.22
BsmtQual
0.20
KitchenQual
0.19
GarageCars
0.17
Foundation
0.13
FullBath
0.12
GarageFinish
0.12
BsmtFinType1
0.11
Exterior2nd
0.10
Exterior1st
0.10
FireplaceQu
0.10
GarageType
0.09
OverallCond
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
CORRELATION RATIO WITH...
SalePrice
0.83
GrLivArea
0.61
YearBuilt
0.59
GarageArea
0.58
TotalBsmtSF
0.58
YearRemodAdd
0.57
1stFlrSF
0.53
MasVnrArea
0.46
TotRmsAbvGrd
0.44
GarageYrBlt
0.35
2ndFlrSF
0.34
BsmtFinSF1
0.33
OpenPorchSF
0.33
BsmtUnfSF
0.33
OverallCond
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
5
821
56%
203k
6
252
17%
154k
7
205
14%
158k
8
72
5%
156k
4
57
4%
120k
3
25
2%
102k
9
22
2%
216k
2
5
0%
142k
1
1
0%
61k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OverallCond
PROVIDES INFORMATION ON...
Condition2
0.21
Utilities
0.21
ExterCond
0.20
PoolArea
0.18
Foundation
0.17
ExterQual
0.16
BsmtQual
0.15
Heating
0.14
CentralAir
0.13
FullBath
0.12
SaleType
0.11
Electrical
0.11
Street
0.10
BsmtCond
0.10

THESE FEATURES
GIVE INFORMATION
ON OverallCond:
Neighborhood
0.20
Foundation
0.13
BsmtQual
0.13
OverallQual
0.12
Exterior1st
0.11
Exterior2nd
0.11
ExterQual
0.10
GarageCars
0.08
FullBath
0.07
BsmtFinType1
0.07
ExterCond
0.07
KitchenQual
0.06
GarageFinish
0.06
GarageType
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallCond
CORRELATION RATIO WITH...
YearBuilt
0.63
YearRemodAdd
0.43
SalePrice
0.35
GarageArea
0.32
TotalBsmtSF
0.27
MasVnrArea
0.22
GarageYrBlt
0.22
GrLivArea
0.21
EnclosedPorch
0.20
BsmtUnfSF
0.20
1stFlrSF
0.20
OpenPorchSF
0.18
TotRmsAbvGrd
0.16
LowQualFinSF
0.14
YearBuilt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GarageYrBlt
0.83
YearRemodAdd
0.59
SalePrice
0.52
GarageArea
0.48
TotalBsmtSF
0.39
EnclosedPorch
-0.39
MasVnrArea
0.32
1stFlrSF
0.28
BsmtFinSF1
0.25
WoodDeckSF
0.22
GrLivArea
0.20
OpenPorchSF
0.19
LowQualFinSF
-0.18
BsmtUnfSF
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.88
Foundation
0.76
BsmtQual
0.75
Exterior1st
0.66
Exterior2nd
0.66
GarageFinish
0.63
OverallCond
0.63
ExterQual
0.62
GarageType
0.60
OverallQual
0.59
GarageCars
0.57
KitchenQual
0.55
BsmtFinType1
0.51
FullBath
0.51
MOST FREQUENT VALUES
2006
67
4.6%
2005
64
4.4%
2004
54
3.7%
2007
49
3.4%
2003
45
3.1%
1976
33
2.3%
1977
32
2.2%
1920
30
2.1%
1959
26
1.8%
1998
25
1.7%
1999
25
1.7%
1954
24
1.6%
2000
24
1.6%
1958
24
1.6%
1965
24
1.6%
SMALLEST VALUES
1872
1
0.1%
1875
1
0.1%
1880
4
0.3%
1882
1
0.1%
1885
2
0.1%
1890
2
0.1%
1892
2
0.1%
1893
1
0.1%
1898
1
0.1%
1900
10
0.7%
1904
1
0.1%
1905
1
0.1%
1906
1
0.1%
1908
2
0.1%
1910
17
1.2%
LARGEST VALUES
2010
1
0.1%
2009
18
1.2%
2008
23
1.6%
2007
49
3.4%
2006
67
4.6%
2005
64
4.4%
2004
54
3.7%
2003
45
3.1%
2002
23
1.6%
2001
20
1.4%
2000
24
1.6%
1999
25
1.7%
1998
25
1.7%
1997
14
1.0%
1996
15
1.0%
YearRemodAdd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GarageYrBlt
0.64
YearBuilt
0.59
SalePrice
0.51
GarageArea
0.37
TotalBsmtSF
0.29
GrLivArea
0.29
1stFlrSF
0.24
OpenPorchSF
0.23
WoodDeckSF
0.21
EnclosedPorch
-0.19
TotRmsAbvGrd
0.19
BsmtUnfSF
0.18
MasVnrArea
0.18
2ndFlrSF
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenQual
0.66
Neighborhood
0.63
ExterQual
0.60
BsmtQual
0.59
Foundation
0.58
OverallQual
0.57
HeatingQC
0.55
Exterior2nd
0.55
Exterior1st
0.54
BsmtFinType1
0.49
GarageFinish
0.47
GarageCars
0.46
FullBath
0.45
OverallCond
0.43
MOST FREQUENT VALUES
1950
178
12.2%
2006
97
6.6%
2007
76
5.2%
2005
73
5.0%
2004
62
4.2%
2000
55
3.8%
2003
51
3.5%
2002
48
3.3%
2008
40
2.7%
1996
36
2.5%
1998
36
2.5%
1995
31
2.1%
1976
30
2.1%
1999
30
2.1%
1970
26
1.8%
SMALLEST VALUES
1950
178
12.2%
1951
4
0.3%
1952
5
0.3%
1953
10
0.7%
1954
14
1.0%
1955
9
0.6%
1956
10
0.7%
1957
9
0.6%
1958
15
1.0%
1959
18
1.2%
1960
12
0.8%
1961
8
0.5%
1962
14
1.0%
1963
13
0.9%
1964
11
0.8%
LARGEST VALUES
2010
6
0.4%
2009
23
1.6%
2008
40
2.7%
2007
76
5.2%
2006
97
6.6%
2005
73
5.0%
2004
62
4.2%
2003
51
3.5%
2002
48
3.3%
2001
21
1.4%
2000
55
3.8%
1999
30
2.1%
1998
36
2.5%
1997
25
1.7%
1996
36
2.5%
RoofStyle
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
Gable
1,141
78%
171k
Hip
286
20%
219k
Flat
13
1%
195k
Gambrel
11
1%
149k
Mansard
7
0%
181k
Shed
2
0%
225k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RoofStyle
PROVIDES INFORMATION ON...
RoofMatl
0.47
PoolArea
0.18
Condition2
0.11
LandSlope
0.06
Heating
0.04
MiscFeature
0.04
Alley
0.04
BsmtQual
0.04
ExterQual
0.03
HouseStyle
0.03
KitchenAbvGr
0.03
MasVnrType
0.03
Functional
0.03
Utilities
0.03

THESE FEATURES
GIVE INFORMATION
ON RoofStyle:
Neighborhood
0.13
RoofMatl
0.09
HouseStyle
0.07
Exterior2nd
0.07
OverallQual
0.07
BsmtQual
0.07
Exterior1st
0.06
MasVnrType
0.05
GarageCars
0.05
ExterQual
0.05
FireplaceQu
0.04
Foundation
0.03
BsmtExposure
0.03
KitchenQual
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RoofStyle
CORRELATION RATIO WITH...
1stFlrSF
0.34
MiscVal
0.31
TotalBsmtSF
0.29
MasVnrArea
0.27
SalePrice
0.24
BsmtFinSF1
0.23
BsmtFinSF2
0.18
GarageArea
0.17
GrLivArea
0.17
YearBuilt
0.16
2ndFlrSF
0.16
TotRmsAbvGrd
0.15
LotArea
0.15
LotFrontage
0.15
RoofMatl
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
CompShg
1,434
98%
180k
Tar&Grv
11
1%
185k
WdShngl
6
0%
390k
WdShake
5
0%
241k
ClyTile
1
0%
160k
Metal
1
0%
180k
Membran
1
0%
242k
Roll
1
0%
137k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RoofMatl
PROVIDES INFORMATION ON...
PoolArea
0.23
RoofStyle
0.09
LandSlope
0.06
LandContour
0.04
KitchenAbvGr
0.03
Functional
0.03
Condition1
0.02
BsmtExposure
0.02
Exterior1st
0.02
BsmtHalfBath
0.02
Exterior2nd
0.02
Fireplaces
0.02
LotConfig
0.01
LotShape
0.01

THESE FEATURES
GIVE INFORMATION
ON RoofMatl:
RoofStyle
0.47
Exterior1st
0.31
Neighborhood
0.29
Exterior2nd
0.26
BsmtExposure
0.19
OverallQual
0.14
LandContour
0.13
BedroomAbvGr
0.13
LandSlope
0.13
Fireplaces
0.12
Condition1
0.11
BsmtFinType1
0.10
FireplaceQu
0.10
LotConfig
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RoofMatl
CORRELATION RATIO WITH...
TotalBsmtSF
0.32
BsmtFinSF1
0.31
1stFlrSF
0.29
GrLivArea
0.26
LotArea
0.23
LotFrontage
0.21
BsmtFinSF2
0.19
SalePrice
0.18
WoodDeckSF
0.15
GarageArea
0.14
MasVnrArea
0.14
TotRmsAbvGrd
0.14
OpenPorchSF
0.13
LowQualFinSF
0.12
Exterior1st
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
VinylSd
515
35%
214k
HdBoard
222
15%
163k
MetalSd
220
15%
149k
Wd Sdng
206
14%
150k
Plywood
108
7%
176k
CemntBd
61
4%
232k
BrkFace
50
3%
195k
WdShing
26
2%
151k
Stucco
25
2%
163k
AsbShng
20
1%
107k
BrkComm
2
0%
71k
Stone
2
0%
258k
CBlock
1
0%
105k
AsphShn
1
0%
100k
ImStucc
1
0%
262k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exterior1st
PROVIDES INFORMATION ON...
Exterior2nd
0.80
PoolArea
0.34
RoofMatl
0.31
Foundation
0.24
Heating
0.23
Utilities
0.23
Condition2
0.21
ExterQual
0.19
CentralAir
0.19
Neighborhood
0.19
BsmtQual
0.17
Electrical
0.17
SaleType
0.17
Alley
0.16

THESE FEATURES
GIVE INFORMATION
ON Exterior1st:
Exterior2nd
0.82
Neighborhood
0.29
Foundation
0.14
BsmtQual
0.10
OverallQual
0.09
HeatingQC
0.09
ExterQual
0.08
BsmtFinType1
0.08
OverallCond
0.08
GarageType
0.07
GarageFinish
0.07
GarageCars
0.07
KitchenQual
0.07
HouseStyle
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exterior1st
CORRELATION RATIO WITH...
YearBuilt
0.66
YearRemodAdd
0.54
SalePrice
0.39
GarageArea
0.34
EnclosedPorch
0.32
1stFlrSF
0.29
TotalBsmtSF
0.29
BsmtUnfSF
0.26
GrLivArea
0.24
MasVnrArea
0.22
MSSubClass
0.22
OpenPorchSF
0.22
BsmtFinSF2
0.21
GarageYrBlt
0.21
Exterior2nd
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
VinylSd
504
35%
214k
MetalSd
214
15%
150k
HdBoard
207
14%
168k
Wd Sdng
197
13%
148k
Plywood
142
10%
168k
CmentBd
60
4%
230k
Wd Shng
38
3%
161k
Stucco
26
2%
156k
BrkFace
25
2%
196k
AsbShng
20
1%
114k
ImStucc
10
1%
252k
Brk Cmn
7
0%
127k
Stone
5
0%
158k
AsphShn
3
0%
138k
CBlock
1
0%
105k
Other
1
0%
319k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exterior2nd
PROVIDES INFORMATION ON...
Exterior1st
0.82
PoolArea
0.38
Heating
0.26
RoofMatl
0.26
Foundation
0.25
Utilities
0.24
Condition2
0.21
ExterQual
0.20
Neighborhood
0.19
CentralAir
0.18
Electrical
0.17
SaleType
0.17
BsmtQual
0.17
Alley
0.16

THESE FEATURES
GIVE INFORMATION
ON Exterior2nd:
Exterior1st
0.80
Neighborhood
0.28
Foundation
0.13
BsmtQual
0.10
OverallQual
0.09
HeatingQC
0.08
ExterQual
0.08
BsmtFinType1
0.08
GarageType
0.07
OverallCond
0.07
GarageFinish
0.07
KitchenQual
0.07
GarageCars
0.07
HouseStyle
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exterior2nd
CORRELATION RATIO WITH...
YearBuilt
0.66
YearRemodAdd
0.55
SalePrice
0.39
GarageArea
0.34
EnclosedPorch
0.32
TotalBsmtSF
0.29
BsmtUnfSF
0.27
1stFlrSF
0.26
MSSubClass
0.24
OpenPorchSF
0.22
MasVnrArea
0.22
GrLivArea
0.21
BsmtFinSF1
0.21
WoodDeckSF
0.20
MasVnrType
MISSING:
8
(1%)
TOP CATEGORIES
SalePrice
(avg)
None
864
60%
156k
BrkFace
445
31%
205k
Stone
128
9%
266k
BrkCmn
15
1%
146k
ALL
1,452
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MasVnrType
PROVIDES INFORMATION ON...
Utilities
0.14
PoolArea
0.12
ExterQual
0.12
PavedDrive
0.10
CentralAir
0.09
GarageCars
0.09
Condition2
0.09
Foundation
0.09
GarageQual
0.09
BsmtQual
0.08
SaleType
0.08
Neighborhood
0.08
GarageType
0.08
GarageCond
0.08

THESE FEATURES
GIVE INFORMATION
ON MasVnrType:
Neighborhood
0.25
OverallQual
0.13
GarageCars
0.11
Exterior1st
0.10
Exterior2nd
0.10
ExterQual
0.10
BsmtQual
0.09
Foundation
0.09
GarageType
0.09
GarageFinish
0.09
KitchenQual
0.08
BsmtFinType1
0.07
FireplaceQu
0.06
HouseStyle
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MasVnrType
CORRELATION RATIO WITH...
MasVnrArea
0.69
YearBuilt
0.46
SalePrice
0.43
TotalBsmtSF
0.39
GarageArea
0.39
1stFlrSF
0.36
YearRemodAdd
0.31
BsmtFinSF1
0.26
GrLivArea
0.26
TotRmsAbvGrd
0.21
GarageYrBlt
0.18
EnclosedPorch
0.16
OpenPorchSF
0.15
BsmtUnfSF
0.15
MasVnrArea
MISSING:
8
(1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.48
GrLivArea
0.39
GarageArea
0.37
TotalBsmtSF
0.36
1stFlrSF
0.34
YearBuilt
0.32
TotRmsAbvGrd
0.28
BsmtFinSF1
0.26
GarageYrBlt
0.25
LotFrontage
0.19
YearRemodAdd
0.18
2ndFlrSF
0.17
WoodDeckSF
0.16
OpenPorchSF
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MasVnrType
0.69
Neighborhood
0.52
OverallQual
0.46
GarageCars
0.41
ExterQual
0.39
BsmtQual
0.36
KitchenQual
0.30
FireplaceQu
0.29
GarageFinish
0.28
FullBath
0.28
RoofStyle
0.27
Fireplaces
0.26
GarageType
0.25
Foundation
0.23
MOST FREQUENT VALUES
0.0
861
59.3%
72.0
8
0.6%
180.0
8
0.6%
108.0
8
0.6%
16.0
7
0.5%
120.0
7
0.5%
200.0
6
0.4%
80.0
6
0.4%
106.0
6
0.4%
340.0
6
0.4%
360.0
5
0.3%
170.0
5
0.3%
132.0
5
0.3%
320.0
5
0.3%
84.0
5
0.3%
SMALLEST VALUES
0.0
861
59.3%
1.0
2
0.1%
11.0
1
0.1%
14.0
1
0.1%
16.0
7
0.5%
18.0
2
0.1%
22.0
1
0.1%
24.0
1
0.1%
27.0
1
0.1%
28.0
1
0.1%
30.0
2
0.1%
31.0
1
0.1%
32.0
1
0.1%
34.0
1
0.1%
36.0
1
0.1%
LARGEST VALUES
1600.0
1
0.1%
1378.0
1
0.1%
1170.0
1
0.1%
1129.0
1
0.1%
1115.0
1
0.1%
1047.0
1
0.1%
1031.0
1
0.1%
975.0
1
0.1%
922.0
1
0.1%
921.0
1
0.1%
894.0
1
0.1%
870.0
1
0.1%
860.0
1
0.1%
816.0
1
0.1%
796.0
1
0.1%
ExterQual
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
TA
906
62%
144k
Gd
488
33%
232k
Ex
52
4%
367k
Fa
14
1%
88k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ExterQual
PROVIDES INFORMATION ON...
KitchenQual
0.35
Street
0.30
BsmtQual
0.25
OverallQual
0.22
Foundation
0.21
FullBath
0.19
GarageCars
0.18
HeatingQC
0.16
Condition2
0.16
SaleType
0.15
GarageFinish
0.14
PoolArea
0.14
CentralAir
0.12
Neighborhood
0.12

THESE FEATURES
GIVE INFORMATION
ON ExterQual:
OverallQual
0.46
Neighborhood
0.44
KitchenQual
0.43
BsmtQual
0.34
Foundation
0.27
GarageCars
0.24
HeatingQC
0.22
GarageFinish
0.21
Exterior2nd
0.20
Exterior1st
0.19
FullBath
0.19
BsmtFinType1
0.18
OverallCond
0.16
GarageType
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ExterQual
CORRELATION RATIO WITH...
SalePrice
0.69
YearBuilt
0.62
YearRemodAdd
0.60
GarageArea
0.50
TotalBsmtSF
0.48
GrLivArea
0.44
1stFlrSF
0.42
MasVnrArea
0.39
TotRmsAbvGrd
0.31
OpenPorchSF
0.29
BsmtUnfSF
0.29
GarageYrBlt
0.27
BsmtFinSF1
0.24
WoodDeckSF
0.21
ExterCond
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
TA
1,282
88%
184k
Gd
146
10%
169k
Fa
28
2%
103k
Ex
3
0%
201k
Po
1
0%
76k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ExterCond
PROVIDES INFORMATION ON...
PoolArea
0.09
Condition2
0.09
BsmtCond
0.07
OverallCond
0.07
GarageCond
0.05
CentralAir
0.04
GarageQual
0.04
Functional
0.04
Electrical
0.04
PavedDrive
0.04
Heating
0.04
SaleType
0.04
MiscFeature
0.03
ExterQual
0.03

THESE FEATURES
GIVE INFORMATION
ON ExterCond:
OverallCond
0.20
Neighborhood
0.15
BsmtCond
0.07
OverallQual
0.06
BsmtQual
0.06
Foundation
0.06
GarageCars
0.06
GarageFinish
0.06
KitchenQual
0.06
Exterior1st
0.05
ExterQual
0.05
Exterior2nd
0.05
GarageType
0.05
GarageCond
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ExterCond
CORRELATION RATIO WITH...
YearBuilt
0.27
GarageYrBlt
0.23
GarageArea
0.18
YearRemodAdd
0.16
SalePrice
0.15
OpenPorchSF
0.14
TotalBsmtSF
0.14
LowQualFinSF
0.11
BsmtUnfSF
0.10
BsmtFinSF1
0.09
WoodDeckSF
0.09
MSSubClass
0.09
MiscVal
0.08
1stFlrSF
0.08
Foundation
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
PConc
647
44%
225k
CBlock
634
43%
150k
BrkTil
146
10%
132k
Slab
24
2%
107k
Stone
6
0%
166k
Wood
3
0%
186k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Foundation
PROVIDES INFORMATION ON...
BsmtQual
0.30
Heating
0.28
ExterQual
0.27
BsmtCond
0.21
CentralAir
0.20
KitchenQual
0.19
BsmtFinType1
0.17
BsmtFinType2
0.17
FullBath
0.16
Neighborhood
0.16
HeatingQC
0.16
SaleType
0.15
GarageCars
0.14
Condition2
0.14

THESE FEATURES
GIVE INFORMATION
ON Foundation:
Neighborhood
0.45
BsmtQual
0.32
BsmtFinType1
0.27
Exterior2nd
0.25
Exterior1st
0.24
OverallQual
0.22
ExterQual
0.21
KitchenQual
0.18
HeatingQC
0.17
OverallCond
0.17
GarageFinish
0.15
GarageCars
0.15
GarageType
0.13
FullBath
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Foundation
CORRELATION RATIO WITH...
YearBuilt
0.76
YearRemodAdd
0.58
SalePrice
0.51
TotalBsmtSF
0.43
GarageArea
0.40
BsmtUnfSF
0.32
EnclosedPorch
0.31
GrLivArea
0.31
2ndFlrSF
0.26
BsmtFinSF1
0.25
OpenPorchSF
0.24
MasVnrArea
0.23
1stFlrSF
0.23
TotRmsAbvGrd
0.22
BsmtQual
MISSING:
37
(3%)
TOP CATEGORIES
SalePrice
(avg)
TA
649
46%
141k
Gd
618
43%
203k
Ex
121
9%
327k
Fa
35
2%
116k
ALL
1,423
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtQual
PROVIDES INFORMATION ON...
ExterQual
0.34
BsmtCond
0.34
Foundation
0.32
FullBath
0.23
KitchenQual
0.22
BsmtFinType2
0.22
GarageCars
0.20
OverallQual
0.20
BsmtFinType1
0.18
SaleType
0.16
BsmtExposure
0.16
Neighborhood
0.16
KitchenAbvGr
0.16
PoolArea
0.16

THESE FEATURES
GIVE INFORMATION
ON BsmtQual:
Neighborhood
0.42
OverallQual
0.30
Foundation
0.30
BsmtFinType1
0.27
ExterQual
0.25
GarageCars
0.20
KitchenQual
0.20
Exterior1st
0.17
GarageFinish
0.17
Exterior2nd
0.17
FullBath
0.17
BsmtExposure
0.16
OverallCond
0.15
BsmtCond
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtQual
CORRELATION RATIO WITH...
YearBuilt
0.75
SalePrice
0.68
YearRemodAdd
0.59
TotalBsmtSF
0.59
GarageArea
0.48
1stFlrSF
0.41
GrLivArea
0.39
MasVnrArea
0.36
BsmtFinSF1
0.34
OpenPorchSF
0.28
WoodDeckSF
0.27
BsmtUnfSF
0.27
TotRmsAbvGrd
0.26
EnclosedPorch
0.25
BsmtCond
MISSING:
37
(3%)
TOP CATEGORIES
SalePrice
(avg)
TA
1,311
92%
184k
Gd
65
5%
214k
Fa
45
3%
122k
Po
2
0%
64k
ALL
1,423
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtCond
PROVIDES INFORMATION ON...
BsmtFinType2
0.19
Heating
0.14
BsmtQual
0.13
CentralAir
0.12
BsmtExposure
0.12
KitchenAbvGr
0.11
Foundation
0.09
BsmtFinType1
0.08
Electrical
0.08
ExterCond
0.07
Functional
0.06
PavedDrive
0.06
GarageCond
0.06
RoofMatl
0.05

THESE FEATURES
GIVE INFORMATION
ON BsmtCond:
BsmtQual
0.34
BsmtFinType1
0.32
BsmtExposure
0.28
BsmtFinType2
0.27
Foundation
0.21
Neighborhood
0.14
OverallQual
0.12
OverallCond
0.10
Exterior1st
0.08
Exterior2nd
0.07
ExterCond
0.07
CentralAir
0.07
ExterQual
0.06
Electrical
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtCond
CORRELATION RATIO WITH...
TotalBsmtSF
0.40
YearBuilt
0.28
SalePrice
0.23
BsmtUnfSF
0.21
YearRemodAdd
0.20
BsmtFinSF1
0.18
GarageArea
0.17
GarageYrBlt
0.15
WoodDeckSF
0.13
LowQualFinSF
0.12
EnclosedPorch
0.11
MasVnrArea
0.10
OpenPorchSF
0.10
BsmtFinSF2
0.10
BsmtExposure
MISSING:
38
(3%)
TOP CATEGORIES
SalePrice
(avg)
No
953
67%
166k
Av
221
16%
207k
Gd
134
9%
258k
Mn
114
8%
193k
ALL
1,422
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtExposure
PROVIDES INFORMATION ON...
BsmtCond
0.28
BsmtFinType2
0.19
RoofMatl
0.19
PoolArea
0.16
BsmtQual
0.16
Street
0.14
LandSlope
0.14
Heating
0.13
KitchenAbvGr
0.11
BsmtFinType1
0.11
Foundation
0.10
LandContour
0.09
BsmtFullBath
0.09
Condition2
0.08

THESE FEATURES
GIVE INFORMATION
ON BsmtExposure:
BsmtFinType1
0.17
BsmtQual
0.16
Neighborhood
0.13
BsmtCond
0.12
BsmtFinType2
0.12
Foundation
0.10
HouseStyle
0.08
OverallQual
0.07
BsmtFullBath
0.06
Exterior2nd
0.05
Exterior1st
0.05
GarageType
0.05
GarageCars
0.04
ExterQual
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtExposure
CORRELATION RATIO WITH...
TotalBsmtSF
0.49
BsmtFinSF1
0.39
SalePrice
0.39
1stFlrSF
0.32
YearBuilt
0.31
LotArea
0.28
GarageArea
0.26
WoodDeckSF
0.25
YearRemodAdd
0.24
BsmtUnfSF
0.23
MasVnrArea
0.19
GrLivArea
0.17
2ndFlrSF
0.15
BsmtFinSF2
0.12
BsmtFinType1
MISSING:
37
(3%)
TOP CATEGORIES
SalePrice
(avg)
Unf
430
30%
171k
GLQ
418
29%
235k
ALQ
220
15%
162k
BLQ
148
10%
149k
Rec
133
9%
147k
LwQ
74
5%
152k
ALL
1,423
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFinType1
PROVIDES INFORMATION ON...
BsmtFinType2
0.34
BsmtCond
0.32
BsmtFullBath
0.30
BsmtQual
0.27
Foundation
0.27
PoolArea
0.19
Heating
0.19
ExterQual
0.18
Condition2
0.17
BsmtExposure
0.17
Utilities
0.15
KitchenQual
0.14
CentralAir
0.13
KitchenAbvGr
0.13

THESE FEATURES
GIVE INFORMATION
ON BsmtFinType1:
Neighborhood
0.18
BsmtQual
0.18
Foundation
0.17
BsmtFinType2
0.13
BsmtFullBath
0.13
OverallQual
0.11
BsmtExposure
0.11
Exterior2nd
0.09
ExterQual
0.09
Exterior1st
0.09
BsmtCond
0.08
KitchenQual
0.08
GarageCars
0.07
HeatingQC
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
CORRELATION RATIO WITH...
BsmtFinSF1
0.71
BsmtUnfSF
0.63
YearBuilt
0.51
YearRemodAdd
0.49
TotalBsmtSF
0.48
SalePrice
0.46
BsmtFinSF2
0.37
GarageArea
0.33
GrLivArea
0.25
1stFlrSF
0.25
MasVnrArea
0.23
2ndFlrSF
0.23
WoodDeckSF
0.21
TotRmsAbvGrd
0.18
BsmtFinSF1
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalBsmtSF
0.52
BsmtUnfSF
-0.50
1stFlrSF
0.45
SalePrice
0.39
GarageArea
0.30
MasVnrArea
0.26
YearBuilt
0.25
LotFrontage
0.23
LotArea
0.21
GrLivArea
0.21
WoodDeckSF
0.20
GarageYrBlt
0.15
2ndFlrSF
-0.14
YearRemodAdd
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
0.71
BsmtFullBath
0.65
Neighborhood
0.40
BsmtExposure
0.39
BsmtQual
0.34
OverallQual
0.33
PoolArea
0.32
RoofMatl
0.31
Fireplaces
0.30
GarageType
0.28
KitchenQual
0.27
MasVnrType
0.26
Foundation
0.25
GarageFinish
0.25
MOST FREQUENT VALUES
0
467
32.0%
24
12
0.8%
16
9
0.6%
20
5
0.3%
686
5
0.3%
936
5
0.3%
662
5
0.3%
616
5
0.3%
442
4
0.3%
655
4
0.3%
400
4
0.3%
641
4
0.3%
428
4
0.3%
588
4
0.3%
600
4
0.3%
SMALLEST VALUES
0
467
32.0%
2
1
0.1%
16
9
0.6%
20
5
0.3%
24
12
0.8%
25
1
0.1%
27
1
0.1%
28
3
0.2%
33
1
0.1%
35
1
0.1%
36
1
0.1%
40
1
0.1%
41
1
0.1%
48
2
0.1%
49
1
0.1%
LARGEST VALUES
5644
1
0.1%
2260
1
0.1%
2188
1
0.1%
2096
1
0.1%
1904
1
0.1%
1880
1
0.1%
1810
1
0.1%
1767
1
0.1%
1721
1
0.1%
1696
1
0.1%
1646
1
0.1%
1636
1
0.1%
1619
1
0.1%
1606
1
0.1%
1573
1
0.1%
BsmtFinType2
MISSING:
38
(3%)
TOP CATEGORIES
SalePrice
(avg)
Unf
1,256
88%
185k
Rec
54
4%
165k
LwQ
46
3%
164k
BLQ
33
2%
151k
ALQ
19
1%
210k
GLQ
14
1%
181k
ALL
1,422
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFinType2
PROVIDES INFORMATION ON...
Utilities
0.40
BsmtCond
0.27
PoolArea
0.19
BsmtFinType1
0.13
BsmtQual
0.13
BsmtExposure
0.12
Heating
0.12
KitchenAbvGr
0.10
Foundation
0.10
Street
0.10
RoofMatl
0.07
Condition2
0.07
Functional
0.06
CentralAir
0.06

THESE FEATURES
GIVE INFORMATION
ON BsmtFinType2:
BsmtFinType1
0.34
BsmtQual
0.22
BsmtExposure
0.19
BsmtCond
0.19
Foundation
0.17
Neighborhood
0.16
OverallQual
0.09
Exterior2nd
0.08
Exterior1st
0.08
BldgType
0.04
OverallCond
0.04
HeatingQC
0.04
ExterQual
0.04
GarageType
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType2
CORRELATION RATIO WITH...
BsmtFinSF2
0.84
TotalBsmtSF
0.36
BsmtUnfSF
0.33
YearRemodAdd
0.19
SalePrice
0.17
BsmtFinSF1
0.17
WoodDeckSF
0.14
LotArea
0.13
2ndFlrSF
0.12
YearBuilt
0.12
GarageYrBlt
0.12
OpenPorchSF
0.10
MSSubClass
0.09
MasVnrArea
0.09
BsmtFinSF2
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtUnfSF
-0.21
LotArea
0.11
TotalBsmtSF
0.10
2ndFlrSF
-0.10
1stFlrSF
0.10
ScreenPorch
0.09
GarageYrBlt
-0.09
MasVnrArea
-0.07
WoodDeckSF
0.07
YearRemodAdd
-0.07
MSSubClass
-0.07
BsmtFinSF1
-0.05
LotFrontage
0.05
YearBuilt
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType2
0.84
BsmtFinType1
0.37
Neighborhood
0.26
Exterior1st
0.21
Exterior2nd
0.19
RoofMatl
0.19
Foundation
0.19
RoofStyle
0.18
BsmtFullBath
0.17
Functional
0.15
OverallQual
0.14
SaleType
0.14
BsmtExposure
0.12
Fence
0.12
MOST FREQUENT VALUES
0
1,293
88.6%
180
5
0.3%
374
3
0.2%
117
2
0.1%
391
2
0.1%
468
2
0.1%
469
2
0.1%
480
2
0.1%
294
2
0.1%
290
2
0.1%
287
2
0.1%
279
2
0.1%
539
2
0.1%
551
2
0.1%
712
2
0.1%
SMALLEST VALUES
0
1,293
88.6%
28
1
0.1%
32
1
0.1%
35
1
0.1%
40
1
0.1%
41
2
0.1%
64
2
0.1%
68
1
0.1%
80
1
0.1%
81
1
0.1%
93
2
0.1%
96
2
0.1%
105
1
0.1%
106
1
0.1%
108
1
0.1%
LARGEST VALUES
1474
1
0.1%
1127
1
0.1%
1120
1
0.1%
1085
1
0.1%
1080
1
0.1%
1063
1
0.1%
1061
1
0.1%
1057
1
0.1%
1031
1
0.1%
1029
1
0.1%
972
1
0.1%
906
1
0.1%
872
1
0.1%
869
1
0.1%
841
1
0.1%
BsmtUnfSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtFinSF1
-0.50
TotalBsmtSF
0.42
1stFlrSF
0.32
TotRmsAbvGrd
0.25
GrLivArea
0.24
SalePrice
0.21
BsmtFinSF2
-0.21
GarageYrBlt
0.19
GarageArea
0.18
YearRemodAdd
0.18
YearBuilt
0.15
MSSubClass
-0.14
LotFrontage
0.13
OpenPorchSF
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
0.63
BsmtFullBath
0.42
Neighborhood
0.36
OverallQual
0.33
BsmtFinType2
0.33
Foundation
0.32
ExterQual
0.29
FullBath
0.29
GarageCars
0.28
BsmtQual
0.27
Exterior2nd
0.27
Exterior1st
0.26
SaleCondition
0.26
SaleType
0.25
MOST FREQUENT VALUES
0
118
8.1%
728
9
0.6%
384
8
0.5%
572
7
0.5%
600
7
0.5%
300
7
0.5%
270
6
0.4%
280
6
0.4%
440
6
0.4%
625
6
0.4%
672
6
0.4%
390
5
0.3%
410
5
0.3%
216
5
0.3%
108
5
0.3%
SMALLEST VALUES
0
118
8.1%
14
1
0.1%
15
1
0.1%
23
2
0.1%
26
1
0.1%
29
1
0.1%
30
1
0.1%
32
2
0.1%
35
1
0.1%
36
4
0.3%
38
1
0.1%
39
1
0.1%
40
1
0.1%
50
1
0.1%
55
2
0.1%
LARGEST VALUES
2336
1
0.1%
2153
1
0.1%
2121
1
0.1%
2046
1
0.1%
2042
1
0.1%
2002
1
0.1%
1969
1
0.1%
1935
1
0.1%
1926
1
0.1%
1907
1
0.1%
1905
1
0.1%
1869
1
0.1%
1836
1
0.1%
1800
2
0.1%
1795
1
0.1%
TotalBsmtSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
1stFlrSF
0.82
SalePrice
0.61
BsmtFinSF1
0.52
GarageArea
0.49
GrLivArea
0.45
BsmtUnfSF
0.42
LotFrontage
0.39
YearBuilt
0.39
MasVnrArea
0.36
GarageYrBlt
0.32
YearRemodAdd
0.29
TotRmsAbvGrd
0.29
LotArea
0.26
OpenPorchSF
0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtQual
0.59
OverallQual
0.58
Neighborhood
0.52
BsmtExposure
0.49
ExterQual
0.48
BsmtFinType1
0.48
GarageCars
0.48
KitchenQual
0.45
Foundation
0.43
GarageType
0.40
BsmtCond
0.40
MasVnrType
0.39
GarageFinish
0.38
BsmtFinType2
0.36
MOST FREQUENT VALUES
0
37
2.5%
864
35
2.4%
672
17
1.2%
912
15
1.0%
1040
14
1.0%
816
13
0.9%
728
12
0.8%
768
12
0.8%
780
11
0.8%
848
11
0.8%
894
11
0.8%
832
10
0.7%
630
9
0.6%
952
9
0.6%
756
9
0.6%
SMALLEST VALUES
0
37
2.5%
105
1
0.1%
190
1
0.1%
264
3
0.2%
270
1
0.1%
290
1
0.1%
319
1
0.1%
360
1
0.1%
372
1
0.1%
384
7
0.5%
408
1
0.1%
420
1
0.1%
440
3
0.2%
458
1
0.1%
462
1
0.1%
LARGEST VALUES
6110
1
0.1%
3206
1
0.1%
3200
1
0.1%
3138
1
0.1%
3094
1
0.1%
2633
1
0.1%
2524
1
0.1%
2444
1
0.1%
2396
1
0.1%
2392
1
0.1%
2330
1
0.1%
2223
1
0.1%
2217
1
0.1%
2216
1
0.1%
2158
1
0.1%
Heating
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
GasA
1,428
98%
182k
GasW
18
1%
167k
Grav
7
0%
75k
Wall
4
0%
92k
OthW
2
0%
126k
Floor
1
0%
72k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Heating
PROVIDES INFORMATION ON...
CentralAir
0.18
GarageCond
0.05
Electrical
0.04
BsmtCond
0.04
Foundation
0.04
GarageQual
0.03
PavedDrive
0.03
HeatingQC
0.03
Alley
0.03
KitchenAbvGr
0.03
BsmtFinType2
0.02
GarageType
0.02
Exterior2nd
0.02
BldgType
0.02

THESE FEATURES
GIVE INFORMATION
ON Heating:
CentralAir
0.33
Foundation
0.28
HeatingQC
0.27
Exterior2nd
0.26
Neighborhood
0.24
Exterior1st
0.23
BsmtFinType1
0.19
GarageType
0.17
OverallQual
0.16
HouseStyle
0.15
GarageCond
0.14
OverallCond
0.14
BsmtQual
0.14
BsmtCond
0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Heating
CORRELATION RATIO WITH...
YearBuilt
0.22
YearRemodAdd
0.18
GarageYrBlt
0.18
TotalBsmtSF
0.16
GarageArea
0.14
LotArea
0.13
GrLivArea
0.13
SalePrice
0.12
2ndFlrSF
0.11
EnclosedPorch
0.10
TotRmsAbvGrd
0.10
WoodDeckSF
0.09
1stFlrSF
0.09
BsmtFinSF1
0.08
HeatingQC
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
Ex
741
51%
215k
TA
428
29%
142k
Gd
241
17%
157k
Fa
49
3%
124k
Po
1
0%
87k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HeatingQC
PROVIDES INFORMATION ON...
Heating
0.27
ExterQual
0.22
Utilities
0.22
CentralAir
0.20
PoolArea
0.18
Foundation
0.17
KitchenQual
0.16
BsmtQual
0.12
Condition2
0.12
SaleType
0.11
KitchenAbvGr
0.10
SaleCondition
0.09
OverallQual
0.09
Exterior1st
0.09

THESE FEATURES
GIVE INFORMATION
ON HeatingQC:
Neighborhood
0.21
ExterQual
0.16
Foundation
0.16
Exterior2nd
0.15
KitchenQual
0.15
Exterior1st
0.14
OverallQual
0.14
BsmtQual
0.12
BsmtFinType1
0.09
GarageFinish
0.08
GarageCars
0.07
OverallCond
0.06
FullBath
0.06
SaleCondition
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HeatingQC
CORRELATION RATIO WITH...
YearRemodAdd
0.55
YearBuilt
0.48
SalePrice
0.44
GarageArea
0.31
TotalBsmtSF
0.29
GrLivArea
0.26
BsmtUnfSF
0.22
1stFlrSF
0.21
OpenPorchSF
0.19
TotRmsAbvGrd
0.17
MasVnrArea
0.17
GarageYrBlt
0.17
EnclosedPorch
0.16
2ndFlrSF
0.15
CentralAir
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
Y
1,365
93%
186k
N
95
7%
105k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
CentralAir
PROVIDES INFORMATION ON...
Heating
0.33
Electrical
0.12
PavedDrive
0.10
GarageCond
0.09
KitchenAbvGr
0.09
GarageQual
0.07
BsmtCond
0.07
GarageType
0.05
Street
0.05
Foundation
0.04
Alley
0.04
HeatingQC
0.04
MSZoning
0.04
GarageFinish
0.04

THESE FEATURES
GIVE INFORMATION
ON CentralAir:
Neighborhood
0.29
GarageType
0.25
GarageFinish
0.22
HeatingQC
0.20
Foundation
0.20
Exterior1st
0.19
OverallQual
0.18
Heating
0.18
Electrical
0.18
Exterior2nd
0.18
KitchenQual
0.17
GarageCond
0.15
BsmtQual
0.15
PavedDrive
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CentralAir
CORRELATION RATIO WITH...
YearBuilt
0.38
YearRemodAdd
0.30
GarageYrBlt
0.27
SalePrice
0.25
GarageArea
0.23
TotalBsmtSF
0.21
BsmtFinSF1
0.17
EnclosedPorch
0.16
1stFlrSF
0.15
WoodDeckSF
0.15
MasVnrArea
0.13
MSSubClass
0.10
GrLivArea
0.09
ScreenPorch
0.05
Electrical
MISSING:
1
(0%)
TOP CATEGORIES
SalePrice
(avg)
SBrkr
1,334
91%
187k
FuseA
94
6%
122k
FuseF
27
2%
108k
FuseP
3
0%
97k
Mix
1
0%
67k
ALL
1,459
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Electrical
PROVIDES INFORMATION ON...
Utilities
0.33
CentralAir
0.18
Heating
0.12
PavedDrive
0.07
BsmtCond
0.06
GarageCond
0.06
GarageQual
0.05
KitchenAbvGr
0.05
ExterQual
0.05
BsmtQual
0.05
KitchenQual
0.04
Foundation
0.04
ExterCond
0.04
GarageFinish
0.03

THESE FEATURES
GIVE INFORMATION
ON Electrical:
Neighborhood
0.25
Exterior2nd
0.17
Exterior1st
0.17
BsmtQual
0.15
OverallQual
0.14
KitchenQual
0.12
CentralAir
0.12
Foundation
0.12
ExterQual
0.12
GarageFinish
0.12
BsmtFinType1
0.11
OverallCond
0.11
GarageType
0.10
GarageCars
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Electrical
CORRELATION RATIO WITH...
YearRemodAdd
0.36
YearBuilt
0.35
SalePrice
0.24
GarageArea
0.24
TotalBsmtSF
0.19
BsmtFinSF1
0.17
EnclosedPorch
0.16
WoodDeckSF
0.16
GarageYrBlt
0.15
GrLivArea
0.13
1stFlrSF
0.13
MasVnrArea
0.11
OpenPorchSF
0.11
TotRmsAbvGrd
0.08
1stFlrSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalBsmtSF
0.82
SalePrice
0.61
GrLivArea
0.57
GarageArea
0.49
LotFrontage
0.46
BsmtFinSF1
0.45
TotRmsAbvGrd
0.41
MasVnrArea
0.34
BsmtUnfSF
0.32
LotArea
0.30
YearBuilt
0.28
MSSubClass
-0.25
YearRemodAdd
0.24
WoodDeckSF
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.53
Neighborhood
0.51
GarageCars
0.47
Fireplaces
0.42
ExterQual
0.42
FireplaceQu
0.42
KitchenQual
0.41
BsmtQual
0.41
FullBath
0.39
HouseStyle
0.39
GarageType
0.39
MasVnrType
0.36
GarageFinish
0.34
RoofStyle
0.34
MOST FREQUENT VALUES
864
25
1.7%
1040
16
1.1%
912
14
1.0%
848
12
0.8%
894
12
0.8%
672
11
0.8%
630
9
0.6%
816
9
0.6%
960
7
0.5%
832
7
0.5%
483
7
0.5%
936
7
0.5%
990
6
0.4%
728
6
0.4%
720
6
0.4%
SMALLEST VALUES
334
1
0.1%
372
1
0.1%
438
1
0.1%
480
1
0.1%
483
7
0.5%
495
1
0.1%
520
5
0.3%
525
1
0.1%
526
1
0.1%
536
1
0.1%
546
3
0.2%
551
1
0.1%
561
1
0.1%
572
2
0.1%
575
1
0.1%
LARGEST VALUES
4692
1
0.1%
3228
1
0.1%
3138
1
0.1%
2898
1
0.1%
2633
1
0.1%
2524
1
0.1%
2515
1
0.1%
2444
1
0.1%
2411
1
0.1%
2402
1
0.1%
2392
1
0.1%
2364
1
0.1%
2259
1
0.1%
2234
1
0.1%
2223
1
0.1%
2ndFlrSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.69
TotRmsAbvGrd
0.62
SalePrice
0.32
MSSubClass
0.31
OpenPorchSF
0.21
1stFlrSF
-0.20
MasVnrArea
0.17
TotalBsmtSF
-0.17
YearRemodAdd
0.14
GarageArea
0.14
BsmtFinSF1
-0.14
BsmtFinSF2
-0.10
WoodDeckSF
0.09
LotFrontage
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
0.92
HalfBath
0.62
BedroomAbvGr
0.55
Neighborhood
0.45
FullBath
0.44
GarageType
0.38
OverallQual
0.34
FireplaceQu
0.26
Foundation
0.26
BsmtFinType1
0.23
Fireplaces
0.21
ExterQual
0.19
GarageCars
0.19
KitchenQual
0.19
MOST FREQUENT VALUES
0
829
56.8%
728
10
0.7%
504
9
0.6%
672
8
0.5%
546
8
0.5%
600
7
0.5%
720
7
0.5%
896
6
0.4%
780
5
0.3%
689
5
0.3%
862
5
0.3%
840
5
0.3%
756
5
0.3%
739
4
0.3%
741
4
0.3%
SMALLEST VALUES
0
829
56.8%
110
1
0.1%
167
1
0.1%
192
1
0.1%
208
1
0.1%
213
1
0.1%
220
1
0.1%
224
1
0.1%
240
2
0.1%
252
2
0.1%
272
1
0.1%
299
1
0.1%
304
1
0.1%
316
1
0.1%
319
1
0.1%
LARGEST VALUES
2065
1
0.1%
1872
1
0.1%
1818
1
0.1%
1796
1
0.1%
1611
1
0.1%
1589
1
0.1%
1540
1
0.1%
1538
1
0.1%
1523
1
0.1%
1519
1
0.1%
1518
1
0.1%
1479
1
0.1%
1440
1
0.1%
1427
1
0.1%
1426
1
0.1%
LowQualFinSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
-0.18
GrLivArea
0.13
TotRmsAbvGrd
0.13
MasVnrArea
-0.07
GarageArea
-0.07
BsmtFinSF1
-0.06
2ndFlrSF
0.06
YearRemodAdd
-0.06
EnclosedPorch
0.06
MSSubClass
0.05
Id
-0.04
LotFrontage
0.04
GarageYrBlt
-0.04
TotalBsmtSF
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
0.61
Neighborhood
0.32
BedroomAbvGr
0.31
GarageQual
0.23
PoolArea
0.21
GarageType
0.19
GarageCond
0.17
GarageFinish
0.16
GarageCars
0.15
OverallCond
0.14
ExterQual
0.14
Condition2
0.14
LandContour
0.13
Exterior1st
0.13
MOST FREQUENT VALUES
0
1,434
98.2%
80
3
0.2%
360
2
0.1%
392
1
0.1%
528
1
0.1%
515
1
0.1%
514
1
0.1%
513
1
0.1%
481
1
0.1%
479
1
0.1%
473
1
0.1%
420
1
0.1%
397
1
0.1%
390
1
0.1%
53
1
0.1%
SMALLEST VALUES
0
1,434
98.2%
53
1
0.1%
80
3
0.2%
120
1
0.1%
144
1
0.1%
156
1
0.1%
205
1
0.1%
232
1
0.1%
234
1
0.1%
360
2
0.1%
371
1
0.1%
384
1
0.1%
390
1
0.1%
392
1
0.1%
397
1
0.1%
LARGEST VALUES
572
1
0.1%
528
1
0.1%
515
1
0.1%
514
1
0.1%
513
1
0.1%
481
1
0.1%
479
1
0.1%
473
1
0.1%
420
1
0.1%
397
1
0.1%
392
1
0.1%
390
1
0.1%
384
1
0.1%
371
1
0.1%
360
2
0.1%
GrLivArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotRmsAbvGrd
0.83
SalePrice
0.71
2ndFlrSF
0.69
1stFlrSF
0.57
GarageArea
0.47
TotalBsmtSF
0.45
LotFrontage
0.40
MasVnrArea
0.39
OpenPorchSF
0.33
YearRemodAdd
0.29
LotArea
0.26
WoodDeckSF
0.25
BsmtUnfSF
0.24
GarageYrBlt
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FullBath
0.65
OverallQual
0.61
BedroomAbvGr
0.57
HouseStyle
0.56
Neighborhood
0.52
GarageCars
0.50
FireplaceQu
0.49
Fireplaces
0.47
ExterQual
0.44
KitchenQual
0.43
HalfBath
0.42
BsmtQual
0.39
GarageType
0.38
GarageFinish
0.35
MOST FREQUENT VALUES
864
22
1.5%
1040
14
1.0%
894
11
0.8%
848
10
0.7%
1456
10
0.7%
912
9
0.6%
1200
9
0.6%
816
8
0.5%
1092
8
0.5%
987
7
0.5%
1344
7
0.5%
1728
7
0.5%
1484
6
0.4%
1494
6
0.4%
1056
6
0.4%
SMALLEST VALUES
334
1
0.1%
438
1
0.1%
480
1
0.1%
520
1
0.1%
605
1
0.1%
616
1
0.1%
630
6
0.4%
672
2
0.1%
691
1
0.1%
693
1
0.1%
694
1
0.1%
698
1
0.1%
708
1
0.1%
720
3
0.2%
729
1
0.1%
LARGEST VALUES
5642
1
0.1%
4676
1
0.1%
4476
1
0.1%
4316
1
0.1%
3627
1
0.1%
3608
1
0.1%
3493
1
0.1%
3447
1
0.1%
3395
1
0.1%
3279
1
0.1%
3238
1
0.1%
3228
1
0.1%
3222
1
0.1%
3194
1
0.1%
3140
1
0.1%
BsmtFullBath
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
0
856
59%
166k
1
588
40%
203k
2
15
1%
213k
3
1
0%
179k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFullBath
PROVIDES INFORMATION ON...
PoolArea
0.17
BsmtFinType1
0.13
KitchenAbvGr
0.08
RoofMatl
0.08
Condition2
0.08
Utilities
0.06
BsmtHalfBath
0.06
BsmtExposure
0.06
Street
0.06
BsmtCond
0.05
LandSlope
0.05
BsmtFinType2
0.04
HouseStyle
0.03
Heating
0.03

THESE FEATURES
GIVE INFORMATION
ON BsmtFullBath:
BsmtFinType1
0.30
Neighborhood
0.10
BsmtExposure
0.09
HouseStyle
0.06
BsmtQual
0.04
BedroomAbvGr
0.04
Foundation
0.04
GarageType
0.03
BsmtFinType2
0.03
Exterior2nd
0.03
Exterior1st
0.03
BsmtCond
0.03
GarageFinish
0.03
BldgType
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFullBath
CORRELATION RATIO WITH...
BsmtFinSF1
0.65
BsmtUnfSF
0.42
LotArea
0.33
TotalBsmtSF
0.32
1stFlrSF
0.25
SalePrice
0.23
GarageArea
0.20
YearBuilt
0.20
WoodDeckSF
0.18
2ndFlrSF
0.17
BsmtFinSF2
0.17
GarageYrBlt
0.14
YearRemodAdd
0.13
MasVnrArea
0.10
BsmtHalfBath
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
0
1,378
94%
181k
1
80
5%
176k
2
2
0%
161k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtHalfBath
PROVIDES INFORMATION ON...
Utilities
0.35
PoolArea
0.06
RoofMatl
0.03
KitchenAbvGr
0.02
BsmtFullBath
0.02
BsmtFinType2
0.01
SaleCondition
0.01
ExterCond
0.01
SaleType
0.01
BsmtCond
0.01
OverallCond
0.01
LandSlope
0.01
Neighborhood
0.01
Street
0.01

THESE FEATURES
GIVE INFORMATION
ON BsmtHalfBath:
Neighborhood
0.12
BsmtFullBath
0.06
OverallCond
0.06
BsmtFinType1
0.06
OverallQual
0.06
Exterior2nd
0.05
SaleCondition
0.04
BsmtFinType2
0.04
Foundation
0.04
HouseStyle
0.03
Exterior1st
0.03
GarageCars
0.03
HalfBath
0.03
BsmtQual
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtHalfBath
CORRELATION RATIO WITH...
BsmtUnfSF
0.10
GarageYrBlt
0.08
BsmtFinSF2
0.08
BsmtFinSF1
0.07
LotArea
0.06
YearBuilt
0.05
WoodDeckSF
0.05
MSSubClass
0.04
3SsnPorch
0.04
ScreenPorch
0.04
MoSold
0.04
2ndFlrSF
0.03
GarageArea
0.03
OpenPorchSF
0.03
FullBath
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
2
768
53%
213k
1
650
45%
135k
3
33
2%
348k
0
9
1%
165k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FullBath
PROVIDES INFORMATION ON...
PoolArea
0.19
ExterQual
0.19
BsmtQual
0.17
GarageCars
0.16
Foundation
0.13
OverallQual
0.12
KitchenAbvGr
0.12
KitchenQual
0.12
Utilities
0.10
Condition2
0.10
GarageFinish
0.09
Neighborhood
0.09
GarageType
0.08
BedroomAbvGr
0.08

THESE FEATURES
GIVE INFORMATION
ON FullBath:
Neighborhood
0.31
OverallQual
0.26
BsmtQual
0.23
GarageCars
0.22
ExterQual
0.19
Foundation
0.16
KitchenQual
0.15
GarageFinish
0.14
Exterior1st
0.12
OverallCond
0.12
GarageType
0.11
BedroomAbvGr
0.11
HouseStyle
0.11
Exterior2nd
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FullBath
CORRELATION RATIO WITH...
GrLivArea
0.65
SalePrice
0.58
TotRmsAbvGrd
0.56
YearBuilt
0.51
YearRemodAdd
0.45
2ndFlrSF
0.44
GarageArea
0.42
1stFlrSF
0.39
TotalBsmtSF
0.33
BsmtUnfSF
0.29
MasVnrArea
0.28
OpenPorchSF
0.26
WoodDeckSF
0.22
LotArea
0.15
HalfBath
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
0
913
63%
163k
1
535
37%
213k
2
12
1%
162k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HalfBath
PROVIDES INFORMATION ON...
HouseStyle
0.18
KitchenAbvGr
0.13
Condition2
0.10
PoolArea
0.09
BldgType
0.06
Utilities
0.06
BedroomAbvGr
0.05
GarageType
0.05
RoofMatl
0.05
GarageCond
0.05
CentralAir
0.05
Neighborhood
0.04
BsmtCond
0.04
GarageQual
0.04

THESE FEATURES
GIVE INFORMATION
ON HalfBath:
HouseStyle
0.33
Neighborhood
0.16
BedroomAbvGr
0.09
OverallQual
0.09
GarageType
0.08
GarageFinish
0.06
GarageCars
0.05
BsmtQual
0.05
BldgType
0.05
Foundation
0.05
FireplaceQu
0.05
Fireplaces
0.04
Exterior2nd
0.04
KitchenAbvGr
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HalfBath
CORRELATION RATIO WITH...
2ndFlrSF
0.62
GrLivArea
0.42
TotRmsAbvGrd
0.34
SalePrice
0.30
YearBuilt
0.26
OpenPorchSF
0.22
MasVnrArea
0.20
YearRemodAdd
0.20
GarageArea
0.18
MSSubClass
0.18
GarageYrBlt
0.17
MiscVal
0.12
1stFlrSF
0.12
WoodDeckSF
0.11
BedroomAbvGr
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
3
804
55%
181k
2
358
25%
158k
4
213
15%
220k
1
50
3%
173k
5
21
1%
181k
6
7
0%
144k
0
6
0%
221k
8
1
0%
200k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BedroomAbvGr
PROVIDES INFORMATION ON...
KitchenAbvGr
0.25
PoolArea
0.20
BldgType
0.19
RoofMatl
0.13
Heating
0.11
HouseStyle
0.11
FullBath
0.11
Condition2
0.10
HalfBath
0.09
Utilities
0.07
CentralAir
0.06
GarageType
0.06
Neighborhood
0.06
Electrical
0.06

THESE FEATURES
GIVE INFORMATION
ON BedroomAbvGr:
Neighborhood
0.14
HouseStyle
0.12
BldgType
0.10
FullBath
0.08
GarageType
0.05
HalfBath
0.05
OverallQual
0.04
Exterior1st
0.04
KitchenAbvGr
0.04
Exterior2nd
0.04
BsmtFinType1
0.03
MSZoning
0.03
FireplaceQu
0.03
BsmtFullBath
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BedroomAbvGr
CORRELATION RATIO WITH...
TotRmsAbvGrd
0.69
GrLivArea
0.57
2ndFlrSF
0.55
LowQualFinSF
0.31
MSSubClass
0.27
SalePrice
0.24
YearBuilt
0.20
BsmtUnfSF
0.19
GarageYrBlt
0.18
BsmtFinSF1
0.17
LotFrontage
0.17
LotArea
0.16
MasVnrArea
0.15
1stFlrSF
0.15
KitchenAbvGr
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
1
1,392
95%
183k
2
65
4%
131k
3
2
0%
110k
0
1
0%
128k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
KitchenAbvGr
PROVIDES INFORMATION ON...
BldgType
0.21
Condition2
0.12
CentralAir
0.07
RoofMatl
0.05
BsmtCond
0.05
Heating
0.04
BedroomAbvGr
0.04
GarageCond
0.04
HalfBath
0.04
GarageQual
0.04
BsmtFinType2
0.03
PavedDrive
0.03
SaleCondition
0.03
FullBath
0.03

THESE FEATURES
GIVE INFORMATION
ON KitchenAbvGr:
BldgType
0.69
BedroomAbvGr
0.25
Neighborhood
0.18
BsmtQual
0.16
GarageType
0.15
Foundation
0.14
GarageFinish
0.13
HalfBath
0.13
BsmtFinType1
0.13
OverallQual
0.13
FullBath
0.12
KitchenQual
0.12
BsmtCond
0.11
BsmtExposure
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenAbvGr
CORRELATION RATIO WITH...
MSSubClass
0.29
TotRmsAbvGrd
0.26
GarageYrBlt
0.20
YearBuilt
0.18
YearRemodAdd
0.16
SalePrice
0.14
GrLivArea
0.10
GarageArea
0.10
WoodDeckSF
0.10
OpenPorchSF
0.09
1stFlrSF
0.08
BsmtFinSF1
0.08
TotalBsmtSF
0.07
MiscVal
0.07
KitchenQual
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
TA
735
50%
140k
Gd
586
40%
212k
Ex
100
7%
329k
Fa
39
3%
106k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
KitchenQual
PROVIDES INFORMATION ON...
ExterQual
0.43
BsmtQual
0.20
OverallQual
0.19
Foundation
0.18
CentralAir
0.17
PoolArea
0.17
GarageCars
0.16
FullBath
0.15
HeatingQC
0.15
Heating
0.13
SaleType
0.13
Condition2
0.13
Electrical
0.12
GarageFinish
0.12

THESE FEATURES
GIVE INFORMATION
ON KitchenQual:
ExterQual
0.35
OverallQual
0.33
Neighborhood
0.30
BsmtQual
0.22
Foundation
0.19
GarageCars
0.18
HeatingQC
0.16
GarageFinish
0.15
BsmtFinType1
0.14
Exterior2nd
0.13
Exterior1st
0.13
FullBath
0.12
GarageType
0.11
FireplaceQu
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenQual
CORRELATION RATIO WITH...
SalePrice
0.68
YearRemodAdd
0.66
YearBuilt
0.55
GarageArea
0.49
TotalBsmtSF
0.45
GrLivArea
0.43
1stFlrSF
0.41
GarageYrBlt
0.30
MasVnrArea
0.30
TotRmsAbvGrd
0.30
BsmtFinSF1
0.27
OpenPorchSF
0.26
BsmtUnfSF
0.23
WoodDeckSF
0.22
TotRmsAbvGrd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.83
2ndFlrSF
0.62
SalePrice
0.53
1stFlrSF
0.41
LotFrontage
0.35
GarageArea
0.34
TotalBsmtSF
0.29
MasVnrArea
0.28
BsmtUnfSF
0.25
OpenPorchSF
0.23
YearRemodAdd
0.19
LotArea
0.19
WoodDeckSF
0.17
GarageYrBlt
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BedroomAbvGr
0.69
FullBath
0.56
HouseStyle
0.53
OverallQual
0.44
GarageCars
0.41
Neighborhood
0.40
FireplaceQu
0.36
HalfBath
0.34
Fireplaces
0.34
ExterQual
0.31
GarageType
0.31
KitchenQual
0.30
BldgType
0.29
BsmtQual
0.26
MOST FREQUENT VALUES
6
402
27.5%
7
329
22.5%
5
275
18.8%
8
187
12.8%
4
97
6.6%
9
75
5.1%
10
47
3.2%
11
18
1.2%
3
17
1.2%
12
11
0.8%
2
1
0.1%
14
1
0.1%
SMALLEST VALUES
2
1
0.1%
3
17
1.2%
4
97
6.6%
5
275
18.8%
6
402
27.5%
7
329
22.5%
8
187
12.8%
9
75
5.1%
10
47
3.2%
11
18
1.2%
12
11
0.8%
14
1
0.1%
LARGEST VALUES
14
1
0.1%
12
11
0.8%
11
18
1.2%
10
47
3.2%
9
75
5.1%
8
187
12.8%
7
329
22.5%
6
402
27.5%
5
275
18.8%
4
97
6.6%
3
17
1.2%
2
1
0.1%
Functional
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
Typ
1,360
93%
183k
Min2
34
2%
144k
Min1
31
2%
146k
Mod
15
1%
168k
Maj1
14
1%
154k
Maj2
5
0%
86k
Sev
1
0%
129k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Functional
PROVIDES INFORMATION ON...
RoofMatl
0.09
Heating
0.05
BsmtCond
0.05
MiscFeature
0.04
ExterCond
0.04
BsmtFinType2
0.03
Foundation
0.03
LandSlope
0.02
OverallCond
0.02
Electrical
0.02
Neighborhood
0.02
SaleType
0.02
GarageQual
0.02
Exterior2nd
0.02

THESE FEATURES
GIVE INFORMATION
ON Functional:
Neighborhood
0.18
Exterior2nd
0.12
BsmtFinType1
0.10
Exterior1st
0.10
OverallQual
0.09
OverallCond
0.09
Foundation
0.08
BsmtQual
0.07
BsmtFinType2
0.06
BsmtCond
0.06
MasVnrType
0.06
GarageType
0.05
KitchenQual
0.05
ExterQual
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Functional
CORRELATION RATIO WITH...
YearBuilt
0.19
BsmtFinSF2
0.15
SalePrice
0.13
LowQualFinSF
0.12
OpenPorchSF
0.12
GrLivArea
0.10
1stFlrSF
0.10
YearRemodAdd
0.09
MasVnrArea
0.09
GarageYrBlt
0.09
BsmtUnfSF
0.09
TotRmsAbvGrd
0.09
GarageArea
0.09
MiscVal
0.08
Fireplaces
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
0
690
47%
141k
1
650
45%
212k
2
115
8%
241k
3
5
0%
252k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fireplaces
PROVIDES INFORMATION ON...
FireplaceQu
0.56
PoolArea
0.24
RoofMatl
0.12
Street
0.11
Condition2
0.11
Utilities
0.10
CentralAir
0.09
KitchenAbvGr
0.08
GarageType
0.08
GarageCond
0.07
GarageQual
0.07
OverallQual
0.07
ExterQual
0.07
GarageFinish
0.07

THESE FEATURES
GIVE INFORMATION
ON Fireplaces:
FireplaceQu
0.75
Neighborhood
0.18
OverallQual
0.13
GarageType
0.10
GarageFinish
0.09
GarageCars
0.08
ExterQual
0.06
BsmtQual
0.06
KitchenQual
0.06
FullBath
0.05
Exterior1st
0.04
MSZoning
0.04
BldgType
0.04
Exterior2nd
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fireplaces
CORRELATION RATIO WITH...
SalePrice
0.48
GrLivArea
0.47
1stFlrSF
0.42
TotalBsmtSF
0.36
TotRmsAbvGrd
0.34
GarageArea
0.31
LotArea
0.31
BsmtFinSF1
0.30
MasVnrArea
0.26
YearBuilt
0.26
WoodDeckSF
0.23
2ndFlrSF
0.21
GarageYrBlt
0.21
YearRemodAdd
0.20
FireplaceQu
MISSING:
690
(47%)
TOP CATEGORIES
SalePrice
(avg)
Gd
380
49%
226k
TA
313
41%
206k
Fa
33
4%
167k
Ex
24
3%
338k
Po
20
3%
130k
ALL
770
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FireplaceQu
PROVIDES INFORMATION ON...
Fireplaces
0.75
PoolArea
0.31
Utilities
0.16
Condition2
0.12
ExterQual
0.11
CentralAir
0.10
RoofMatl
0.10
OverallQual
0.10
GarageCars
0.10
BsmtQual
0.09
KitchenQual
0.09
GarageType
0.09
Neighborhood
0.09
GarageCond
0.09

THESE FEATURES
GIVE INFORMATION
ON FireplaceQu:
Fireplaces
0.56
Neighborhood
0.21
OverallQual
0.14
GarageCars
0.09
BsmtQual
0.08
GarageType
0.08
GarageFinish
0.07
KitchenQual
0.07
ExterQual
0.07
Exterior1st
0.07
Exterior2nd
0.06
MasVnrType
0.05
FullBath
0.05
BsmtFinType1
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FireplaceQu
CORRELATION RATIO WITH...
SalePrice
0.54
GrLivArea
0.49
1stFlrSF
0.42
TotRmsAbvGrd
0.36
TotalBsmtSF
0.36
GarageArea
0.34
MasVnrArea
0.29
2ndFlrSF
0.26
YearBuilt
0.25
WoodDeckSF
0.24
BsmtUnfSF
0.23
BsmtFinSF1
0.23
GarageYrBlt
0.21
YearRemodAdd
0.21
GarageType
MISSING:
81
(6%)
TOP CATEGORIES
SalePrice
(avg)
Attchd
870
63%
203k
Detchd
387
28%
134k
BuiltIn
88
6%
255k
Basment
19
1%
161k
CarPort
9
1%
110k
2Types
6
0%
151k
ALL
1,379
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageType
PROVIDES INFORMATION ON...
GarageCond
0.61
GarageQual
0.56
Utilities
0.53
GarageFinish
0.35
GarageCars
0.25
CentralAir
0.25
Street
0.23
PavedDrive
0.20
Heating
0.17
Condition2
0.16
KitchenAbvGr
0.15
ExterQual
0.15
Alley
0.15
Foundation
0.13

THESE FEATURES
GIVE INFORMATION
ON GarageType:
GarageFinish
0.39
Neighborhood
0.29
GarageCars
0.26
GarageCond
0.22
GarageQual
0.22
OverallQual
0.15
Exterior2nd
0.13
Foundation
0.13
Exterior1st
0.12
BsmtQual
0.12
HouseStyle
0.11
ExterQual
0.11
KitchenQual
0.10
FireplaceQu
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageType
CORRELATION RATIO WITH...
GarageYrBlt
1.00
YearBuilt
0.60
GarageArea
0.59
SalePrice
0.50
TotalBsmtSF
0.40
YearRemodAdd
0.39
1stFlrSF
0.39
GrLivArea
0.38
2ndFlrSF
0.38
TotRmsAbvGrd
0.31
BsmtFinSF1
0.28
WoodDeckSF
0.27
MasVnrArea
0.25
EnclosedPorch
0.20
GarageYrBlt
MISSING:
81
(6%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
0.83
YearRemodAdd
0.64
GarageArea
0.56
SalePrice
0.49
TotalBsmtSF
0.32
EnclosedPorch
-0.30
MasVnrArea
0.25
1stFlrSF
0.23
GrLivArea
0.23
OpenPorchSF
0.23
WoodDeckSF
0.22
BsmtUnfSF
0.19
BsmtFinSF1
0.15
TotRmsAbvGrd
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
1.00
GarageFinish
1.00
GarageType
1.00
GarageQual
1.00
GarageCond
1.00
Neighborhood
0.36
OverallQual
0.35
PavedDrive
0.35
KitchenQual
0.30
ExterQual
0.27
CentralAir
0.27
BldgType
0.23
ExterCond
0.23
OverallCond
0.22
MOST FREQUENT VALUES
2005.0
65
4.7%
2006.0
59
4.3%
2004.0
53
3.8%
2003.0
50
3.6%
2007.0
49
3.6%
1977.0
35
2.5%
1998.0
31
2.2%
1999.0
30
2.2%
1976.0
29
2.1%
2008.0
29
2.1%
2000.0
27
2.0%
2002.0
26
1.9%
1968.0
26
1.9%
1950.0
24
1.7%
1993.0
22
1.6%
SMALLEST VALUES
1900.0
1
0.1%
1906.0
1
0.1%
1908.0
1
0.1%
1910.0
3
0.2%
1914.0
2
0.1%
1915.0
2
0.1%
1916.0
5
0.4%
1918.0
2
0.1%
1920.0
14
1.0%
1921.0
3
0.2%
1922.0
5
0.4%
1923.0
3
0.2%
1924.0
3
0.2%
1925.0
10
0.7%
1926.0
6
0.4%
LARGEST VALUES
2010.0
3
0.2%
2009.0
21
1.5%
2008.0
29
2.1%
2007.0
49
3.6%
2006.0
59
4.3%
2005.0
65
4.7%
2004.0
53
3.8%
2003.0
50
3.6%
2002.0
26
1.9%
2001.0
20
1.5%
2000.0
27
2.0%
1999.0
30
2.2%
1998.0
31
2.2%
1997.0
19
1.4%
1996.0
20
1.5%
GarageFinish
MISSING:
81
(6%)
TOP CATEGORIES
SalePrice
(avg)
Unf
605
44%
142k
RFn
422
31%
202k
Fin
352
26%
240k
ALL
1,379
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageFinish
PROVIDES INFORMATION ON...
GarageCond
0.59
GarageQual
0.55
GarageType
0.39
GarageCars
0.29
CentralAir
0.22
ExterQual
0.21
BsmtQual
0.17
PavedDrive
0.16
Foundation
0.15
Utilities
0.15
PoolArea
0.15
KitchenQual
0.15
FullBath
0.14
KitchenAbvGr
0.13

THESE FEATURES
GIVE INFORMATION
ON GarageFinish:
GarageType
0.35
GarageCars
0.26
Neighborhood
0.25
GarageQual
0.20
GarageCond
0.19
OverallQual
0.17
BsmtQual
0.15
ExterQual
0.14
Foundation
0.13
KitchenQual
0.12
Exterior2nd
0.11
Exterior1st
0.11
FullBath
0.09
HeatingQC
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageFinish
CORRELATION RATIO WITH...
GarageYrBlt
1.00
YearBuilt
0.63
GarageArea
0.63
SalePrice
0.55
YearRemodAdd
0.47
TotalBsmtSF
0.38
GrLivArea
0.35
1stFlrSF
0.34
MasVnrArea
0.28
WoodDeckSF
0.26
BsmtFinSF1
0.25
TotRmsAbvGrd
0.24
OpenPorchSF
0.23
EnclosedPorch
0.19
GarageCars
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
2
824
56%
184k
1
369
25%
128k
3
181
12%
310k
0
81
6%
103k
4
5
0%
193k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageCars
PROVIDES INFORMATION ON...
GarageCond
0.56
GarageQual
0.53
GarageFinish
0.26
GarageType
0.26
ExterQual
0.24
FullBath
0.22
BsmtQual
0.20
KitchenQual
0.18
OverallQual
0.17
Foundation
0.15
PavedDrive
0.14
SaleType
0.13
CentralAir
0.12
Neighborhood
0.11

THESE FEATURES
GIVE INFORMATION
ON GarageCars:
Neighborhood
0.29
GarageFinish
0.29
OverallQual
0.26
GarageType
0.25
GarageQual
0.21
GarageCond
0.20
BsmtQual
0.20
ExterQual
0.18
KitchenQual
0.16
FullBath
0.16
Foundation
0.14
Exterior1st
0.12
Exterior2nd
0.12
BsmtFinType1
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
CORRELATION RATIO WITH...
GarageYrBlt
1.00
GarageArea
0.89
SalePrice
0.70
YearBuilt
0.57
GrLivArea
0.50
TotalBsmtSF
0.48
1stFlrSF
0.47
YearRemodAdd
0.46
MasVnrArea
0.41
TotRmsAbvGrd
0.41
BsmtUnfSF
0.28
OpenPorchSF
0.25
LotFrontage
0.25
WoodDeckSF
0.23
GarageArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.62
GarageYrBlt
0.56
1stFlrSF
0.49
TotalBsmtSF
0.49
YearBuilt
0.48
GrLivArea
0.47
MasVnrArea
0.37
YearRemodAdd
0.37
LotFrontage
0.34
TotRmsAbvGrd
0.34
BsmtFinSF1
0.30
OpenPorchSF
0.24
WoodDeckSF
0.22
BsmtUnfSF
0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
0.89
GarageFinish
0.63
GarageType
0.59
OverallQual
0.58
Neighborhood
0.57
GarageQual
0.56
GarageCond
0.55
ExterQual
0.50
KitchenQual
0.49
BsmtQual
0.48
FullBath
0.42
Foundation
0.40
MasVnrType
0.39
FireplaceQu
0.34
MOST FREQUENT VALUES
0
81
5.5%
440
49
3.4%
576
47
3.2%
240
38
2.6%
484
34
2.3%
528
33
2.3%
288
27
1.8%
400
25
1.7%
480
24
1.6%
264
24
1.6%
308
20
1.4%
420
19
1.3%
280
16
1.1%
672
15
1.0%
352
12
0.8%
SMALLEST VALUES
0
81
5.5%
160
2
0.1%
164
1
0.1%
180
9
0.6%
186
1
0.1%
189
1
0.1%
192
1
0.1%
198
1
0.1%
200
4
0.3%
205
3
0.2%
208
1
0.1%
210
3
0.2%
213
1
0.1%
216
12
0.8%
220
3
0.2%
LARGEST VALUES
1418
1
0.1%
1390
1
0.1%
1356
1
0.1%
1248
1
0.1%
1220
1
0.1%
1166
1
0.1%
1134
1
0.1%
1069
1
0.1%
1053
1
0.1%
1052
2
0.1%
1043
1
0.1%
1025
1
0.1%
1020
1
0.1%
1014
1
0.1%
995
1
0.1%
GarageQual
MISSING:
81
(6%)
TOP CATEGORIES
SalePrice
(avg)
TA
1,311
95%
187k
Fa
48
3%
124k
Gd
14
1%
216k
Po
3
0%
100k
Ex
3
0%
241k
ALL
1,379
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageQual
PROVIDES INFORMATION ON...
GarageCond
0.71
GarageType
0.22
GarageCars
0.21
GarageFinish
0.20
PavedDrive
0.14
Condition2
0.14
CentralAir
0.13
Heating
0.11
PoolArea
0.09
KitchenAbvGr
0.08
Electrical
0.06
Foundation
0.05
KitchenQual
0.05
ExterQual
0.05

THESE FEATURES
GIVE INFORMATION
ON GarageQual:
GarageCond
0.65
GarageType
0.56
GarageFinish
0.55
GarageCars
0.53
Neighborhood
0.25
OverallQual
0.14
Foundation
0.12
PavedDrive
0.11
KitchenQual
0.10
Exterior1st
0.09
BsmtQual
0.09
Exterior2nd
0.09
ExterQual
0.09
MasVnrType
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageQual
CORRELATION RATIO WITH...
GarageYrBlt
1.00
GarageArea
0.56
YearBuilt
0.40
SalePrice
0.29
LowQualFinSF
0.23
YearRemodAdd
0.20
1stFlrSF
0.19
TotalBsmtSF
0.19
BsmtFinSF1
0.18
GrLivArea
0.17
MasVnrArea
0.17
EnclosedPorch
0.14
WoodDeckSF
0.14
ScreenPorch
0.12
GarageCond
MISSING:
81
(6%)
TOP CATEGORIES
SalePrice
(avg)
TA
1,326
96%
188k
Fa
35
3%
115k
Gd
9
1%
180k
Po
7
1%
108k
Ex
2
0%
124k
ALL
1,379
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageCond
PROVIDES INFORMATION ON...
GarageQual
0.65
GarageType
0.22
GarageCars
0.20
GarageFinish
0.19
PavedDrive
0.16
CentralAir
0.15
Heating
0.14
PoolArea
0.10
KitchenAbvGr
0.08
Electrical
0.07
BsmtCond
0.05
ExterQual
0.05
RoofMatl
0.05
KitchenQual
0.05

THESE FEATURES
GIVE INFORMATION
ON GarageCond:
GarageQual
0.71
GarageType
0.61
GarageFinish
0.59
GarageCars
0.56
Neighborhood
0.24
OverallQual
0.15
PavedDrive
0.13
KitchenQual
0.11
ExterQual
0.10
Exterior1st
0.10
BsmtQual
0.09
CentralAir
0.09
Foundation
0.09
FireplaceQu
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCond
CORRELATION RATIO WITH...
GarageYrBlt
1.00
GarageArea
0.55
YearBuilt
0.37
SalePrice
0.29
YearRemodAdd
0.21
TotalBsmtSF
0.20
1stFlrSF
0.19
GrLivArea
0.17
WoodDeckSF
0.17
BsmtFinSF1
0.17
LowQualFinSF
0.17
EnclosedPorch
0.15
MasVnrArea
0.15
TotRmsAbvGrd
0.11
PavedDrive
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
Y
1,340
92%
186k
N
90
6%
115k
P
30
2%
132k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PavedDrive
PROVIDES INFORMATION ON...
CentralAir
0.13
GarageCond
0.13
GarageQual
0.11
Heating
0.08
Alley
0.07
Electrical
0.06
GarageType
0.06
MSZoning
0.05
KitchenAbvGr
0.05
Condition2
0.05
GarageFinish
0.04
BsmtCond
0.04
GarageCars
0.04
ExterQual
0.04

THESE FEATURES
GIVE INFORMATION
ON PavedDrive:
Neighborhood
0.30
GarageType
0.20
GarageFinish
0.16
GarageCond
0.16
GarageQual
0.14
GarageCars
0.14
BsmtFinType1
0.13
Foundation
0.13
BsmtQual
0.12
Exterior1st
0.12
MSZoning
0.11
Exterior2nd
0.11
ExterQual
0.10
OverallQual
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PavedDrive
CORRELATION RATIO WITH...
YearBuilt
0.43
GarageYrBlt
0.35
GarageArea
0.29
SalePrice
0.23
TotalBsmtSF
0.21
EnclosedPorch
0.20
YearRemodAdd
0.19
BsmtFinSF1
0.19
1stFlrSF
0.16
MasVnrArea
0.15
WoodDeckSF
0.12
GrLivArea
0.08
LowQualFinSF
0.08
MSSubClass
0.07
WoodDeckSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.32
GrLivArea
0.25
1stFlrSF
0.24
TotalBsmtSF
0.23
YearBuilt
0.22
GarageArea
0.22
GarageYrBlt
0.22
YearRemodAdd
0.21
BsmtFinSF1
0.20
LotArea
0.17
TotRmsAbvGrd
0.17
MasVnrArea
0.16
EnclosedPorch
-0.13
2ndFlrSF
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.34
BsmtQual
0.27
GarageType
0.27
OverallQual
0.26
GarageFinish
0.26
BsmtExposure
0.25
FireplaceQu
0.24
GarageCars
0.23
Fireplaces
0.23
KitchenQual
0.22
FullBath
0.22
BsmtFinType1
0.21
ExterQual
0.21
Exterior1st
0.21
MOST FREQUENT VALUES
0
761
52.1%
192
38
2.6%
100
36
2.5%
144
33
2.3%
120
31
2.1%
168
28
1.9%
140
15
1.0%
224
14
1.0%
240
10
0.7%
208
10
0.7%
216
9
0.6%
160
8
0.5%
180
8
0.5%
96
6
0.4%
132
6
0.4%
SMALLEST VALUES
0
761
52.1%
12
2
0.1%
24
2
0.1%
26
2
0.1%
28
2
0.1%
30
1
0.1%
32
1
0.1%
33
1
0.1%
35
1
0.1%
36
4
0.3%
38
2
0.1%
40
3
0.2%
42
1
0.1%
44
1
0.1%
45
1
0.1%
LARGEST VALUES
857
1
0.1%
736
1
0.1%
728
1
0.1%
670
1
0.1%
668
1
0.1%
635
1
0.1%
586
1
0.1%
576
1
0.1%
574
1
0.1%
550
1
0.1%
536
1
0.1%
519
1
0.1%
517
1
0.1%
511
1
0.1%
509
1
0.1%
OpenPorchSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.33
SalePrice
0.32
TotalBsmtSF
0.25
GarageArea
0.24
TotRmsAbvGrd
0.23
GarageYrBlt
0.23
YearRemodAdd
0.23
1stFlrSF
0.21
2ndFlrSF
0.21
YearBuilt
0.19
LotFrontage
0.15
BsmtUnfSF
0.13
MasVnrArea
0.13
BsmtFinSF1
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.33
Neighborhood
0.31
ExterQual
0.29
BsmtQual
0.28
KitchenQual
0.26
FullBath
0.26
GarageCars
0.25
HouseStyle
0.25
Foundation
0.24
GarageFinish
0.23
Exterior2nd
0.22
HalfBath
0.22
Exterior1st
0.22
Condition2
0.21
MOST FREQUENT VALUES
0
656
44.9%
36
29
2.0%
48
22
1.5%
20
21
1.4%
45
19
1.3%
40
19
1.3%
30
16
1.1%
24
16
1.1%
60
15
1.0%
28
14
1.0%
39
14
1.0%
54
13
0.9%
50
13
0.9%
44
13
0.9%
72
12
0.8%
SMALLEST VALUES
0
656
44.9%
4
1
0.1%
8
1
0.1%
10
1
0.1%
11
1
0.1%
12
3
0.2%
15
1
0.1%
16
8
0.5%
17
2
0.1%
18
5
0.3%
20
21
1.4%
21
5
0.3%
22
6
0.4%
23
2
0.1%
24
16
1.1%
LARGEST VALUES
547
1
0.1%
523
1
0.1%
502
1
0.1%
418
1
0.1%
406
1
0.1%
364
1
0.1%
341
1
0.1%
319
1
0.1%
312
2
0.1%
304
1
0.1%
292
1
0.1%
291
1
0.1%
288
1
0.1%
287
1
0.1%
285
1
0.1%
EnclosedPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
-0.39
GarageYrBlt
-0.30
YearRemodAdd
-0.19
SalePrice
-0.13
WoodDeckSF
-0.13
GarageArea
-0.12
MasVnrArea
-0.11
BsmtFinSF1
-0.10
TotalBsmtSF
-0.10
OpenPorchSF
-0.09
ScreenPorch
-0.08
1stFlrSF
-0.07
2ndFlrSF
0.06
LowQualFinSF
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.39
Exterior1st
0.32
Exterior2nd
0.32
Foundation
0.31
BsmtQual
0.25
HouseStyle
0.23
MSZoning
0.23
PoolArea
0.23
PavedDrive
0.20
GarageType
0.20
OverallCond
0.20
GarageFinish
0.19
GarageCars
0.19
Alley
0.19
MOST FREQUENT VALUES
0
1,252
85.8%
112
15
1.0%
96
6
0.4%
120
5
0.3%
192
5
0.3%
144
5
0.3%
216
5
0.3%
252
4
0.3%
116
4
0.3%
156
4
0.3%
164
3
0.2%
150
3
0.2%
184
3
0.2%
128
3
0.2%
176
3
0.2%
SMALLEST VALUES
0
1,252
85.8%
19
1
0.1%
20
1
0.1%
24
1
0.1%
30
1
0.1%
32
2
0.1%
34
2
0.1%
36
2
0.1%
37
1
0.1%
39
2
0.1%
40
3
0.2%
42
1
0.1%
44
1
0.1%
48
1
0.1%
50
1
0.1%
LARGEST VALUES
552
1
0.1%
386
1
0.1%
330
1
0.1%
318
1
0.1%
301
1
0.1%
294
1
0.1%
293
1
0.1%
291
1
0.1%
286
1
0.1%
280
1
0.1%
275
1
0.1%
272
1
0.1%
268
1
0.1%
264
2
0.1%
259
1
0.1%
3SsnPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
0.07
1stFlrSF
0.06
Id
-0.05
YearRemodAdd
0.05
SalePrice
0.04
MSSubClass
-0.04
TotalBsmtSF
0.04
EnclosedPorch
-0.04
GarageArea
0.04
WoodDeckSF
-0.03
ScreenPorch
-0.03
YearBuilt
0.03
BsmtFinSF2
-0.03
MoSold
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition1
0.18
Foundation
0.16
RoofMatl
0.11
Neighborhood
0.11
GarageFinish
0.09
Exterior1st
0.09
Exterior2nd
0.09
GarageType
0.08
BsmtFinType1
0.08
GarageCars
0.07
LotConfig
0.07
OverallQual
0.07
GarageQual
0.06
BedroomAbvGr
0.06
MOST FREQUENT VALUES
0
1,436
98.4%
168
3
0.2%
216
2
0.1%
144
2
0.1%
180
2
0.1%
407
1
0.1%
320
1
0.1%
304
1
0.1%
290
1
0.1%
245
1
0.1%
238
1
0.1%
182
1
0.1%
196
1
0.1%
23
1
0.1%
162
1
0.1%
SMALLEST VALUES
0
1,436
98.4%
23
1
0.1%
96
1
0.1%
130
1
0.1%
140
1
0.1%
144
2
0.1%
153
1
0.1%
162
1
0.1%
168
3
0.2%
180
2
0.1%
182
1
0.1%
196
1
0.1%
216
2
0.1%
238
1
0.1%
245
1
0.1%
LARGEST VALUES
508
1
0.1%
407
1
0.1%
320
1
0.1%
304
1
0.1%
290
1
0.1%
245
1
0.1%
238
1
0.1%
216
2
0.1%
196
1
0.1%
182
1
0.1%
180
2
0.1%
168
3
0.2%
162
1
0.1%
153
1
0.1%
144
2
0.1%
ScreenPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.11
GrLivArea
0.10
BsmtFinSF2
0.09
1stFlrSF
0.09
TotalBsmtSF
0.08
EnclosedPorch
-0.08
GarageYrBlt
-0.08
OpenPorchSF
0.07
WoodDeckSF
-0.07
BsmtFinSF1
0.06
MasVnrArea
0.06
TotRmsAbvGrd
0.06
GarageArea
0.05
YearBuilt
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
0.20
PoolArea
0.20
Fireplaces
0.19
Neighborhood
0.17
Exterior2nd
0.16
FireplaceQu
0.16
Exterior1st
0.14
GarageQual
0.12
RoofStyle
0.11
RoofMatl
0.11
BedroomAbvGr
0.10
Utilities
0.10
OverallQual
0.10
OverallCond
0.10
MOST FREQUENT VALUES
0
1,344
92.1%
192
6
0.4%
120
5
0.3%
224
5
0.3%
180
4
0.3%
189
4
0.3%
90
3
0.2%
144
3
0.2%
168
3
0.2%
160
3
0.2%
126
3
0.2%
147
3
0.2%
216
2
0.1%
184
2
0.1%
176
2
0.1%
SMALLEST VALUES
0
1,344
92.1%
40
1
0.1%
53
1
0.1%
60
1
0.1%
63
1
0.1%
80
1
0.1%
90
3
0.2%
95
1
0.1%
99
1
0.1%
100
2
0.1%
116
1
0.1%
119
1
0.1%
120
5
0.3%
122
1
0.1%
126
3
0.2%
LARGEST VALUES
480
1
0.1%
440
1
0.1%
410
1
0.1%
396
1
0.1%
385
1
0.1%
374
1
0.1%
322
1
0.1%
312
1
0.1%
291
1
0.1%
288
2
0.1%
287
1
0.1%
276
1
0.1%
273
1
0.1%
271
1
0.1%
266
1
0.1%
PoolArea
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
0
1,453
99%
180k
480
1
0%
160k
512
1
0%
235k
519
1
0%
250k
555
1
0%
745k
576
1
0%
171k
648
1
0%
181k
738
1
0%
275k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PoolArea
PROVIDES INFORMATION ON...
RoofMatl
0.08
MiscFeature
0.03
Fence
0.02
SaleCondition
0.01
Condition1
0.01
BsmtFinType2
0.01
RoofStyle
0.01
Fireplaces
0.01
BsmtHalfBath
0.01
FireplaceQu
0.01
GarageCond
0.01
FullBath
0.01
BsmtFullBath
0.01
LotShape
0.01

THESE FEATURES
GIVE INFORMATION
ON PoolArea:
Exterior2nd
0.38
Neighborhood
0.35
Exterior1st
0.34
FireplaceQu
0.31
Fence
0.30
OverallQual
0.29
Fireplaces
0.24
RoofMatl
0.23
SaleCondition
0.23
BedroomAbvGr
0.20
HouseStyle
0.20
FullBath
0.19
BsmtFinType2
0.19
BsmtFinType1
0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PoolArea
CORRELATION RATIO WITH...
BsmtFinSF1
0.32
TotalBsmtSF
0.31
GrLivArea
0.28
1stFlrSF
0.26
LotFrontage
0.23
EnclosedPorch
0.23
LowQualFinSF
0.21
ScreenPorch
0.20
SalePrice
0.19
LotArea
0.15
2ndFlrSF
0.14
TotRmsAbvGrd
0.14
GarageArea
0.13
OpenPorchSF
0.13
PoolQC
MISSING:
1,453
(99%)
3
43%
-
-
Gd
2
29%
-
-
Fa
2
29%
-
-
Ex
Fence
MISSING:
1,179
(81%)
TOP CATEGORIES
SalePrice
(avg)
MnPrv
157
56%
149k
GdPrv
59
21%
179k
GdWo
54
19%
140k
MnWw
11
4%
134k
ALL
281
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fence
PROVIDES INFORMATION ON...
PoolArea
0.30
Condition2
0.07
ExterQual
0.06
MiscFeature
0.05
SaleType
0.04
Foundation
0.04
BsmtQual
0.04
FullBath
0.04
RoofMatl
0.04
SaleCondition
0.04
Street
0.03
Functional
0.03
Neighborhood
0.03
OverallQual
0.03

THESE FEATURES
GIVE INFORMATION
ON Fence:
Neighborhood
0.13
OverallQual
0.08
ExterQual
0.07
BsmtQual
0.07
Exterior1st
0.07
Foundation
0.07
Exterior2nd
0.07
OverallCond
0.05
FullBath
0.05
GarageCars
0.05
BsmtFinType1
0.05
HouseStyle
0.04
KitchenQual
0.04
HeatingQC
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fence
CORRELATION RATIO WITH...
YearBuilt
0.23
SalePrice
0.19
YearRemodAdd
0.18
GarageArea
0.16
BsmtUnfSF
0.16
GrLivArea
0.15
BsmtFinSF2
0.12
2ndFlrSF
0.12
TotalBsmtSF
0.12
TotRmsAbvGrd
0.12
MSSubClass
0.12
MasVnrArea
0.11
1stFlrSF
0.09
OpenPorchSF
0.08
MiscFeature
MISSING:
1,406
(96%)
TOP CATEGORIES
SalePrice
(avg)
Shed
49
91%
151k
Othr
2
4%
94k
Gar2
2
4%
171k
TenC
1
2%
250k
ALL
54
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MiscFeature
PROVIDES INFORMATION ON...
Street
0.16
PoolArea
0.15
Condition2
0.07
Functional
0.02
ExterCond
0.01
KitchenAbvGr
0.01
Fence
0.01
BsmtFinType2
0.01
Foundation
0.01
BldgType
0.01
SaleType
0.01
RoofStyle
0.01
ExterQual
0.01
KitchenQual
0.01

THESE FEATURES
GIVE INFORMATION
ON MiscFeature:
Neighborhood
0.12
Exterior2nd
0.09
Exterior1st
0.07
Foundation
0.07
BsmtFinType1
0.06
OverallQual
0.06
KitchenQual
0.05
OverallCond
0.05
Fence
0.05
ExterQual
0.05
FireplaceQu
0.05
BsmtQual
0.05
YrSold
0.04
Functional
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
CORRELATION RATIO WITH...
MiscVal
0.94
ScreenPorch
0.20
LotArea
0.11
TotRmsAbvGrd
0.11
YearRemodAdd
0.10
GrLivArea
0.09
TotalBsmtSF
0.09
LowQualFinSF
0.09
YearBuilt
0.08
SalePrice
0.08
BsmtFinSF2
0.08
GarageYrBlt
0.07
MSSubClass
0.07
2ndFlrSF
0.07
MiscVal
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotArea
0.04
YearBuilt
-0.03
GarageYrBlt
-0.03
ScreenPorch
0.03
MasVnrArea
-0.03
GarageArea
-0.03
TotRmsAbvGrd
0.02
BsmtUnfSF
-0.02
SalePrice
-0.02
1stFlrSF
-0.02
OpenPorchSF
-0.02
TotalBsmtSF
-0.02
EnclosedPorch
0.02
2ndFlrSF
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
0.94
Condition2
0.44
RoofStyle
0.31
HalfBath
0.12
PoolArea
0.10
OverallCond
0.10
Neighborhood
0.09
Foundation
0.09
BsmtExposure
0.09
ExterCond
0.08
Functional
0.08
BsmtFinType1
0.08
Exterior2nd
0.08
Exterior1st
0.08
MOST FREQUENT VALUES
0
1,408
96.4%
400
11
0.8%
500
8
0.5%
700
5
0.3%
450
4
0.3%
600
4
0.3%
2000
4
0.3%
480
2
0.1%
1200
2
0.1%
2500
1
0.1%
350
1
0.1%
560
1
0.1%
54
1
0.1%
620
1
0.1%
8300
1
0.1%
SMALLEST VALUES
0
1,408
96.4%
54
1
0.1%
350
1
0.1%
400
11
0.8%
450
4
0.3%
480
2
0.1%
500
8
0.5%
560
1
0.1%
600
4
0.3%
620
1
0.1%
700
5
0.3%
800
1
0.1%
1150
1
0.1%
1200
2
0.1%
1300
1
0.1%
LARGEST VALUES
15500
1
0.1%
8300
1
0.1%
3500
1
0.1%
2500
1
0.1%
2000
4
0.3%
1400
1
0.1%
1300
1
0.1%
1200
2
0.1%
1150
1
0.1%
800
1
0.1%
700
5
0.3%
620
1
0.1%
600
4
0.3%
560
1
0.1%
500
8
0.5%
MoSold
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
OpenPorchSF
0.07
GrLivArea
0.05
SalePrice
0.05
TotRmsAbvGrd
0.04
2ndFlrSF
0.04
BsmtUnfSF
0.03
1stFlrSF
0.03
3SsnPorch
0.03
EnclosedPorch
-0.03
GarageArea
0.03
ScreenPorch
0.02
LowQualFinSF
-0.02
YearRemodAdd
0.02
Id
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
YrSold
0.27
OverallQual
0.14
Neighborhood
0.14
SaleType
0.12
SaleCondition
0.10
Exterior1st
0.09
RoofMatl
0.09
LandContour
0.08
PoolArea
0.08
Functional
0.08
Exterior2nd
0.08
BedroomAbvGr
0.08
BldgType
0.07
Condition1
0.07
MOST FREQUENT VALUES
6
253
17.3%
7
234
16.0%
5
204
14.0%
4
141
9.7%
8
122
8.4%
3
106
7.3%
10
89
6.1%
11
79
5.4%
9
63
4.3%
12
59
4.0%
1
58
4.0%
2
52
3.6%
SMALLEST VALUES
1
58
4.0%
2
52
3.6%
3
106
7.3%
4
141
9.7%
5
204
14.0%
6
253
17.3%
7
234
16.0%
8
122
8.4%
9
63
4.3%
10
89
6.1%
11
79
5.4%
12
59
4.0%
LARGEST VALUES
12
59
4.0%
11
79
5.4%
10
89
6.1%
9
63
4.3%
8
122
8.4%
7
234
16.0%
6
253
17.3%
5
204
14.0%
4
141
9.7%
3
106
7.3%
2
52
3.6%
1
58
4.0%
YrSold
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
2009
338
23%
179k
2007
329
23%
186k
2006
314
22%
183k
2008
304
21%
177k
2010
175
12%
177k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
YrSold
PROVIDES INFORMATION ON...
PoolArea
0.19
Utilities
0.18
Condition2
0.12
Street
0.10
RoofMatl
0.07
Heating
0.06
SaleType
0.05
MiscFeature
0.04
Functional
0.04
SaleCondition
0.03
GarageQual
0.02
BsmtCond
0.02
GarageCond
0.02
BsmtHalfBath
0.02

THESE FEATURES
GIVE INFORMATION
ON YrSold:
Neighborhood
0.02
SaleType
0.02
Exterior2nd
0.01
Exterior1st
0.01
SaleCondition
0.01
OverallCond
0.01
Functional
0.01
BedroomAbvGr
0.01
OverallQual
0.01
Foundation
0.01
Condition1
0.01
GarageQual
0.01
BsmtCond
0.01
Condition2
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
YrSold
CORRELATION RATIO WITH...
MoSold
0.27
BsmtUnfSF
0.10
MiscVal
0.07
OpenPorchSF
0.06
YearRemodAdd
0.06
TotRmsAbvGrd
0.06
3SsnPorch
0.06
MSSubClass
0.06
WoodDeckSF
0.05
1stFlrSF
0.05
GarageYrBlt
0.05
GrLivArea
0.05
MasVnrArea
0.05
BsmtFinSF2
0.05
SaleType
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
WD
1,267
87%
173k
New
122
8%
275k
COD
43
3%
144k
ConLD
9
1%
139k
ConLI
5
0%
200k
ConLw
5
0%
144k
CWD
4
0%
211k
Oth
3
0%
120k
Con
2
0%
270k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
SaleType
PROVIDES INFORMATION ON...
SaleCondition
0.47
Utilities
0.43
ExterQual
0.10
Condition2
0.08
Street
0.08
BsmtQual
0.08
Foundation
0.08
KitchenQual
0.07
GarageCars
0.06
PoolArea
0.06
Heating
0.05
HeatingQC
0.05
Neighborhood
0.05
OverallQual
0.05

THESE FEATURES
GIVE INFORMATION
ON SaleType:
SaleCondition
0.58
Neighborhood
0.26
Exterior2nd
0.17
Exterior1st
0.17
BsmtQual
0.16
OverallQual
0.15
Foundation
0.15
ExterQual
0.15
KitchenQual
0.13
GarageCars
0.13
OverallCond
0.11
HeatingQC
0.11
GarageFinish
0.10
BsmtFinType1
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
SaleType
CORRELATION RATIO WITH...
SalePrice
0.37
YearBuilt
0.36
YearRemodAdd
0.36
GarageArea
0.31
TotalBsmtSF
0.27
BsmtUnfSF
0.25
1stFlrSF
0.23
LotFrontage
0.19
OpenPorchSF
0.18
GrLivArea
0.18
MasVnrArea
0.17
GarageYrBlt
0.16
TotRmsAbvGrd
0.16
BsmtFinSF2
0.14
SaleCondition
MISSING:
---
TOP CATEGORIES
SalePrice
(avg)
Normal
1,198
82%
175k
Partial
125
9%
272k
Abnorml
101
7%
147k
Family
20
1%
150k
Alloca
12
1%
167k
AdjLand
4
0%
104k
ALL
1,460
100%
181k
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
SaleCondition
PROVIDES INFORMATION ON...
SaleType
0.58
Utilities
0.32
PoolArea
0.23
KitchenAbvGr
0.10
ExterQual
0.09
Street
0.08
BsmtQual
0.08
Condition2
0.08
KitchenQual
0.07
Foundation
0.07
RoofMatl
0.06
GarageCars
0.06
HeatingQC
0.06
FullBath
0.05

THESE FEATURES
GIVE INFORMATION
ON SaleCondition:
SaleType
0.47
Neighborhood
0.20
Exterior1st
0.13
Exterior2nd
0.13
BsmtQual
0.13
ExterQual
0.11
Foundation
0.11
GarageCars
0.10
KitchenQual
0.10
OverallQual
0.10
HeatingQC
0.09
GarageFinish
0.08
OverallCond
0.08
BsmtFinType1
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
SaleCondition
CORRELATION RATIO WITH...
SalePrice
0.37
YearBuilt
0.36
YearRemodAdd
0.35
GarageArea
0.32
TotalBsmtSF
0.28
BsmtUnfSF
0.26
1stFlrSF
0.24
GarageYrBlt
0.20
LotFrontage
0.19
GrLivArea
0.17
OpenPorchSF
0.17
MasVnrArea
0.17
TotRmsAbvGrd
0.16
EnclosedPorch
0.13